{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "from torch.autograd import Variable\n",
    "import matplotlib.pyplot as plt\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "net = torch.nn.Sequential(\n",
    "    torch.nn.Linear(2,10),\n",
    "    torch.nn.ReLU(),\n",
    "    torch.nn.Linear(10,2)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
      "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
      "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
      "        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
      "        0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
      "        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
      "        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
      "        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
      "        1, 1, 1, 1, 1, 1, 1, 1])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make fake data\n",
    "n_data = torch.ones(100, 2)\n",
    "x0 = torch.normal(2*n_data, 1)      # class0 x data (tensor), shape=(100, 2)\n",
    "y0 = torch.zeros(100)               # class0 y data (tensor), shape=(100, 1)\n",
    "x1 = torch.normal(-2*n_data, 1)     # class1 x data (tensor), shape=(100, 2)\n",
    "y1 = torch.ones(100)                # class1 y data (tensor), shape=(100, 1)\n",
    "x = torch.cat((x0, x1), 0).type(torch.FloatTensor)  # shape (200, 2) FloatTensor = 32-bit floating\n",
    "y = torch.cat((y0, y1), ).type(torch.LongTensor)    # shape (200,) LongTensor = 64-bit integer\n",
    "print(y)\n",
    "# torch can only train on Variable, so convert them to Variable\n",
    "x, y = Variable(x), Variable(y)\n",
    "plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], c=y.data.numpy(), s=100, lw=0, cmap='RdYlGn')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = torch.optim.SGD(net.parameters(), lr=0.02)\n",
    "loss_func = torch.nn.CrossEntropyLoss()  # the target label is NOT an one-hotted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.ion()   # something about plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ubuntu/anaconda3/envs/pytorch/lib/python3.6/site-packages/ipykernel_launcher.py:12: UserWarning: Implicit dimension choice for softmax has been deprecated. Change the call to include dim=X as an argument.\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0Db+10g9eMQUJAIg4XToDbWZIJOLuPJF6T2F6JsJPXAMtEuFhr4kVEiQAFE9hycqweUP0C7uH1sf+hf2YQbD16I/m25djYMwjhYMEANSeMoKxjf0vA2pMkKhMZI2CIEpI+xhQJheQPArTS+/bT3n1idVUUfLLj1CrZYSU134Kj4Gt/CT5D8ZxVVRgN6pfudTINmjijPpLpsBv9W6x13UbOKHhiplKfy5RFgkUBFGCpHrastJyKL0wSvGYT14DAIfHRYSU8qjlQd3CpEKfJ05+ShpCD55HzLWHEOYXQL9RHThO/QmNVs2FTh07fN5wqDjRoYq+LuzGDETD5dOhoqdTySOvGUigICqUQCgAj1t1/7fTdrAGxeUqXOmt9qThpX5t2skVXDVVsecfSjJzb4egPdLn5ZXNvpJrSCQ9fQPvPlNQkJpe/Fny83cI3nMa9ZdMQaNVc2HnMQDZkbEQ5hdA08oMXDXVShxxzUPWKIhyl5aTiZXXD8Dq937gz2gHrTmdMd5zNfzjwip7aGWom5nAvHdHhfqwGuyOWl3blPpM1VAftqOlT89oOVjDvE9naNlZKvR8Weg3cYbtKMk1KqQR5hcgPyWN9dkRcfK+ppQJEiX5rd6N0P/WUDStzaHjaEuCRCUgu56IcpWYkYKOm6biS3zZZGsaKmq4OnU93OpW+CYOqTICQnGnzUi5ihtZDuyKdqc3g8Mvm09JkJ2Dh70nI9G7bN0LdXMTuN09BF3n2kh5649bTQfKNXbWKAoWfTuj3q/jkfz8PUQCIQxbNISpWytQ/6UwKczKRvixK4g8dxuFGVnQcbKFw8Rh4Gmqw//vfYi+dA+0QABVQz3Yjx2Eer9OkLkMqv/fe/Hutw1S2+i51EGv9+zrjP/IyPZY4oc0ZO9inH/7QOJ1Iy09RK6+BHWVqrVzJf1zCN7MW1u0nVWGvyN9g+9C28Fa4nVRYSEiz95CyP6zyAqNhoq+DmxG9obD+CGlUp2/mLCEdbU5WTn/PhmW/brg/ZJNSLj3rNQ1nTp2aH3sX/C1NXG/+3jkRMaW7YDDAb47XwIUlW3t9vgENCzY16O4224kkp4wnxLvH36/Wp13KC+VFSiq7mQxUe1Fpybi0nvpNRS+ZqXh1CsvjG3Tp4JGxY5uPQd0vrkfWeHRCNjqiYBNhxnvMWrTtEyQyImOR9CeU0j0Lsq0atK+OWpPHi61JCkAuO79C+rmJviy1RMCJaUXBwCHiUPR4PcpuN1yGNL9gspczwgIw/2uY8HT1kButIRa22KCBABkh0Xj5bQV6HhZ+ontkpjWbGRtR5QPskZBlJsXYZ8gFDHPXz8JeV8Bo5GPlq0lGq2eCxWGZHEUn4dWh9aU+izizA1ccegKv1W7kPT4FZIev4Lfmt24Wrs7wo5dlt4fhwOXlbMxKPYxOlzZhVae/8LWo7/Cv5+C1AyEeV4WGyS+KUzPlBwkGMRee4hscW8hEui51GFsw9fVhoYcaUYI5SGBgig3FMWugALbdpWFp66G1p7/SKxMx1VTReeb+6DjZFf8Weq7z3g2eiFEBYVl2osKC/F8DLuaCjwNdVj2dYP96H7Qq19b/t/Ef6LO30FwOe6qokWiojMjLDlOHcnYxmJAF3xYtgVXndxxyboTHvaZjJjrDxVOYU6wRwIFUW7aOrhAhSe9SA4AuNWpOovZosJCZEfEIDeudFoKi14d0e3xcVgN6g7qv0R3XE112I8djD6Bt1GrS+ldTl82H4GosGyQ+IYWCuE7ebnE3T7iaElZ+2CNppEVHqN4P1JQXPY/VgxbuKDu/HESr2tYmyHqzE182XAQmUHhyImKQ+z1h/DuMxnPx/xWJhcXUT5IoCDKjamOIYY36yq1jbmuMQY3kV5ZriIUZmXj/ZJNuGTZEZdt3XDRvD1uNhuE8BNXi9sYtnBB+/PbMDTtJQbGPsaQFF+0OrgGmlZmZfqLuXKf8Zlp7z7jhks/ZASEshqjRT83mXcVicPTZJeOXC4UhcygCJl+gDddvwiu+1ZBp0RiP76OFuzHDkZ+chqEueLXJ8KOXsKXzUcUHjLBjAQKolxtHTYPzazrir2mr6GDi1PWsXrrKE+FmVm41/ln+K3ZjbzE5OLPU9/44emoBXi/dFOp9jxNDaibmYCrIn4qCmC/+JoTHY9H/aex/sFqNcSdVTtpanVrw9xIXjSNt7/+gycj5soULGpPGIo+/jfQN+gOen26hoFxPtCyt4QwO1fqfYHbPMlbRQUggYIoV3oa2ng0fze2D1+AxpZO0FHThLVBLSzsPhrvlhyFq239yh4i/Fbvljqv7rd6NxIeS64PLY5uA0fWbTMCwhB767HUNrG3H+OyVScE7Twh0zjEcZrpAR1nxdc7pIk8ewshB8/LfJ92bRvo1XcET0OdMYkiAGSHx8C7/zR83nAQef/VmCCUT+FzFBRFWQE4CqAWABGAvTRNb5F2DzlHQVQVwoICXLLogPyv0hPjUVwu7Dz6o8GyaawK3IQcOo8X435nPQ6nWR5ovmWp2GvJrz7ibrufIMovYN2fNA1XzISWky2e/TRfKf1Jot/EGT3fXJT7/jttRsiUQZfi89Bo1Rw4L5wo9zOruuqcZlwAYD5N0/UAtAIwnaIoZyX0SxDlLicqnjFIAEWLz6GHL+B2q2FI/xLy/89FIuQlJpdZlLbz6A/z3p1Yj4MWSN5G7Ld6t9KCBADkxCTgq89rpfUnSepbf6kL+kwMW7owNyqBLhTg3aL1CN53Ru5nEuIpHChomo6jafrNf/+eCeAzAHKEkqgWOHzZzpzmJ6XgbtuRuNGkP644dsN541a4YNoG5wxccbv1cESevVnUL4+HDhe3w2nGaFb9GrZoKPbzwowsxFyVfLJdHnxdLURdvKvUPsWiqKJT3HJynDqyqA8ZfVq1S6H8U0RZSl2joCjKFkATAC/EXJtEUdQriqJeJSUlKfOxBCE3TWtzqJkZy3RPQUo60t59QVZwJApSSmc89Rk2Bx/+2AoA4PD5aL5tGUw6t5Tan4qBHqyH9xL/rLQMhTPZlkJRSH7xAXlx5f930NStFThcdunVxdFxskPTTZIrDUqSExmLpAp4Y6pJlBYoKIrSAnAewByapjO+v07T9F6appvTNN3c2Fi2v5gEUV5youORl5DM3FAGn1buQPLL/x+ma7V/NdTNxdd84KiqoM2xfyRWaVM10gdXXXnZUs17d0LS44pZH6w75xfF+5j9Czrd3AfTLq1luq9kACcUp5RAQVEUH0VB4jhN0xeU0SdBfBOYEIl55zaj7b8T0XHjVKy+eQiJGcrZ4RK874zE3EWKCNp5svjfteyt4O57Dk4zRoOvowUAoHg8WA/tge5PTsK8p+S05jwNdeg3lWNn2HczNhSPh9qThkOnjq3sfcnB1qM/anVrq5S+zHt0QBevw1DRZ1+kSNPWArkJX/Fh+RZctnPDac3GuOrkDr81u2U65EgUUcauJwrAEQApNE3PYXMP2fVEsLX1/mnMPbcFIrr0D3NNVXWcn7QW7s6tFOr/0YBpiL58T6E+xNGt74jen66V+VxUWIiC1AzwtDVZ13p+u/AffP73gFzj0Ha0Re0pw2EzvDeSX7zHk1ELIKqgBHuqRvqoO28snH+bpJQ0LS+n/8lqe7CKgS5cVs2B3187kStmik3LwRpdH3pCw7KWwmNiI/HxKwRu80TCQ1+ApmHSoQWcZoyCaWfZ/9+tzrue2gLwAOBGUdS7//4RP+FKEDK45fcMs89uKhMkACA7PxeD9vyGsK/sE9CJIyl/k6IklT7l8PlQMzFkHSQAQK+R+AOLbGQGhUPdzATp/sHwGTanwoIEAOR/TcX73zfizby1Sumv7twxxW9k0hSkpOPVtD/FBgkAyAqJxLNfFillTEz81u6BV4dRiDx7C/lJKcj/moqoC3dwz+2X4rWs6kAZu558aJqmaJp2oWm68X//3FDG4Iiabf3d41Kv5xTkYae37Ie6SpJlC6tM/fZor7S+rAZ2A1+B2tDBu0/hw7Ityl0Ul0HAlqPICFS8mqF2bRt0urVf4nqPLBLuP0fap0CF+5Em/v4zvP99o8Trn1buQOxN73Idg7KQk9lElZSdn4v7gcw7V658kH6imYnN8F5Kn4Lgqqmi9pQRSuuPp6EOl5Wz5L4/9UMAkl+wS+Uu6U1IITSNkP1nldKVcesm6B9+H21Pb4LDpGHgqMn/RpjwsGylQWUK3OrJ2CaARZuqgAQKokrKFxSwSiOdW6jYVApXVQWdbuwFV4M5UR7FYqsnV00VbU9thJatcute15npgebbl0PVUHpdDHE4LH/483W00HzHHzJlf2UrKzRaaX1x+HzYDOsFO4/+EOUpcBCxnNOUx99/ztgm4R5zm6qABAqiStLX0IGlPvMUg4uF4jmL9BrWgaoR8w9gWiiE5aBuxWnGwaGgZmYMdQtT6NRzQN3549Dr0zVY9peeMVdeFv3coGEr+1lWIctT3aomhng1dQVoofJ3gfF1mdcWZCXIzFbofpP25bwmLGIORNWlpgYphUpUSRRFYXK7AVh2da/UdlM6DFTK8+hCAat2rY/8DbpQgNyEr1A11IeasYFSns9EkJ2D+13GIDMoXPZ7M7OhaWeJ7DDp3+qzgiPkGxwLNiN6K71P7RKFomRl3LYp9BvXU+JoyjJq0wTxd6UnNjRq3bhcx6As5I2CqLLmdhmJllKyy3q07IneDZSzV5/NziIteyvwtTShoq8L3boOFRYkACDM87JcQaIYTYOjIn86d4rHhWlX2Q69fcNRU0W6f7DS04FrO1jD1E32LaYaVmZo7fmPUscijtOMUUppUxWQQEFUWZqq6vCavQ0Luo6Cgeb/d/3YGpphw+BZOPzzMqWVUWVTkpNNm/ISfvwqcyMpClIz0PHaHmjalV47oXg8Vt+saYEQdr8MlKt2tSgvH2/mrMHTUQuUPtXSdNNiqVtmDVs2gqqRPgBA3cwY9X+fAveX56Blx5wBWFGW/brAaaaHxOsOE4fBZlj1OEmg8IE7eZADd4Ss8grzEZwYDS6HgzqmNuAokGxOHJqm8XzMbwg7eknsdZMOLdD5zkFwy+nchTTpn0Nwq9lAiZXe2NB2skXfgNugRSLE3fFBun8IeJrqsOjbGf5r9yJw+zHGPlruXwXTzq3gM2IuUl5+LHVNr6ETavXsgC//7JfaR5sTG2A7so/cvw9xUj98wdsF/yDe62nxArWGtTmcF02A07Sib+y0SARKyf/PsBVx5gYCtx0rzj9l2KoxnGaMgt2ofjL3VVkH7sgaBVEtqPFV0cDCgbmhnCiKQqvD62DQrD4Cth0rnq9Xq2WM2hOHov7vU2QKEtkRMQjadRIxVx9AmJcPvUZ14Th1JMxkTGuR/Ooj7nXyUChIAEVpzwGA4nBg3qMDzHt0KL6mYWnKqg8NKzNo2Vuhh+85fH3+DgkPXgA0DeN2zWDSoQVutRjM2EfQzhNKDxT6LnXhducgskKjkBkcAZ62JoxaNioVGCorSACAzbBesBnWCyKBoGgKkF+5FR3lQd4oCOI7NE0jOywaIqEQWrYWMv/Fjr39GI8HzYQwp2wZT4eJw+C6ZyXrKbPr9Xsj3T9Ypud/j6uuhlZH1sFmaE+x13NiE3DZxg20QPKCvoa1OfqFeoHD5SIzJBKpb/3B4fNg0tEVKv8dBjzJc2Y81MfVUMfw7Hfy/2ZquOqcwoMgfigURUHL3go6jrYyB4nc+CT4DJ4lNkgAQMi+MwjcIf3E+TcJD1/IFCQ07cWf3RDm5uHJsDl4PnZx8YKySChEos8rxFx/CEFmNurNHyu178br5iMnMhYPeozHVcfu8Bk6G48GTMdFiw54OWMlhHn5rA7ryVr/g6gayH81glCi4H1nIMjOkdomcKsnnKaPYnyrSHntx/q5PE119Hh1AZesOkKYLT5IhR6+AN36tcHVUIP/un3IiYorvmbUrhlqTx6OiJPXUZiRVfy5urkJGv/zK0zaN8ftlkORG5tYqk9hTi6CdhxHVnAEzHt2QPQlL6njNO8lOVMuUXWRQEEQ/0n3D0bANk9EX/KCIDMHKoZ6MO/TCY3XzIOKrjarPuJuMacUyQwKR1ZIJLRr20htJ8u3b92GdfBh2WaJQeKbT6t2oTCrKavXAAAgAElEQVQ9s8znX31eI+3tZ3S4tht5cUkoSEmHhrUZzHt2AIfHg++U5WWCRElxt33g8tecoky8EqazKQ4HdWb/zPr3RFQdZOqJIACEn7qOG437I3j3KeTFf4UgOwc5kbEI3nkC541aIcxT/G6o70mrfV2SSMp6wDdmPdqzLgVq3rM9gnadYmwnLkh8I8jOwcelm2E7sg+cpo+CZV83cHg8CPPyWW3P/frsLZptWSJ2zBSXixZ7VsKoZSPGfoiqhwQKosbLCArH858XSjydTQsEePbLb4i99YixLwMJta9LUjXUY7WPX8fJjtVUjZl7O6S+/6KUAkxJT96UWRfJS0yGIEv6dBoApH0IKKqb8d0bhbajDbo/P4PaE4YqPD6icpBAQdR4QTtPQMSUwoOm4bdqF2NfjlNHMr4F2I8fwnqrbesj6yRWuKO4HDjN9EBrz38Rc+UBq/7Y+P4EOJsaEACQE5NQat3j//1F4P3iDdUmrxFRFgkURI0X7/WMVbukJ2+QHSm9UJJefUc0Xjdf4nVDVxc0WDaN9dhUDfXR/ekptDq8DiadXKHtaAP9xvVQf8kUDPr6As23LoUgO0fq1lZZ8bQ1S/1a2nRVKVICQbzX06IDcUS1RBaziRpPlh+yBakZ0GRIY+G8cCJ06tjh84ZDSHpcdF5I3cIUtScOQ70F48DT1JBpfFxVFdj/MhD2v4hPgKhqpA+OCh+igkKp/XDUVBkr3KmbGZfJqprg/VKm8UoSeviCzAcOiaqBBAqixjNq1RgZX0IZ21E8HutTzJb9u8Kyf1cUpGdClF8AFUM9cFjUs5AHX0sTVoPdEXGybI3ukppuWoyALZ7I/BIisU3dBePLnh1RUjK/PAmlScUpSM9E1PnbyI1Lgrq5CawHu7OeAiOUjwQKosZznDYSoYcvMLazGtgVqob6MvXNdlutohosm4bY6w9LnYEoSdPOEn6rdiE3JkF8BxSFer+OR715ZQ/eGbVpUrTuouAag1otY1btPq3aCf91+0qdR3k9axXqL56M+r9PUWgMhHzIGgVR4xm2cIHLX7OltuHpaqOhAuVIy5tuPQe43TsMXefvCjlRFPRc6iA7LFpikDDv3Ql9g+6gyd+/ir2u42QHs+7Sp4zYpDC3+2UAY5uPf+3Ah2VbyhxaFGTl4P2STfBbu4exD0L5SK4ngvhP5PnbeD1nDXKj40t9btiqMVruXQm9hnUqaWSySfD2Reobf3BU+DDp0Bx324+SuiCtamyAAdHe4KpI3omVEx2Pu+1/QnZ4TJlrPG1NNFo7D2/nroOoUPw6iWnnlnC7d0TqafSCtAxctOggMf0JAPC0NDAw9jH42jVzGopkj/3B0TQN76A3iElLgpGWHrrUaQ4el/zxVyXWg91hPdgdufFJRTt0KAr6LnWqTYD4xrSjK0w7ugIoWkBm2rWUn5QC38nLYdKhBSz7uYmdXtOwrAV333MI2HIEIQfOIy8+CTwtDdiO6ou688ZCx8kOWraW8J20rPQJboqC1eDuaHVwDWPKksizt6QGCaDozSLq/B3YjxkktR2hXOQnVQW48PYBFl7cgZCk/5eiNNc1xh+9x2NSe+bXcaJiqdcyht3o/pU9DKXIEvMGIE7Y4YsIO3wRr9RUUXvycDRZvwgcXukfD2rGBmi0ai4arZoLYUFBmTcQi96d0D/iAWKuPkC6XxC4GuqwGtAVWvbsigTlxklOEVK6HftFcUI5SKCQkUAoAIfisC6cc+a1F0YcWFbmsFFsehImn1iHrPwczOv6U3kMlSCgoq/D3KgEYV4+ArYcRUFaJlofXiexnaRpKg6PB6uB3WA1sJtMzwUAdTMTVu3UahnJ3DehGLKYzYJQJMQ+n0tosvpn8Ge0A39GO7hvnY1bftIPagmEAsw7t0XqidRlV/ciPVf8ThWCUJT10B6geLJ/Hww7chFpnwLLYUSSWQ/tAa6GutQ2PC0NWA92r6AREd+QQMFAKBJi2L4lmHR8Hd5FF/3FEdEi3Pn8Aj23z8W620cl3nvb/wVi0qS/JucU5OGE722ljpkgvtEwN4XDhCFy3Rt6iHnLsDKp6OnAedEEqW3qL55MzlNUAjL1xGCn93lcePdQ4vXFl3bCrU4zuNqWzccTliw93YOs7YgfjzC/AJFnbiD6yn0I8wqg71IHtScNg6aNhdKe0XzrUqT7BSHp8WuZ7sv5bvdXRWi4fAYAwP/v/aUWtnmaGnBePImco6gkJFAw2OF9nrHNTu/zYgOFvga7w1YGmroyj4uo/tL9g/Gg50TklMgfFXvtAfzX7UXjvxeg3oLxSnkOh8+HcdtmMgcKNRNDpTxfVg2Xz0CdWT8j8txt5MUnQd3MGNZDe5I3iUpEAoUUX7PSEJAQwdjuScgHsZ/3bdgeWqoayMqXnKKZQ3EwvFlXucdIVE+FWdm4332c2ENwtEiEt7/+Aw1rM9gM66WU5/G0ZMsvBQC2Hux3fmWFRyN4z2kk+34AxePBzL0dHMYOgoq+fF+CVPR0SFryKoSsUUjBYVk0RtL+cB11TcxxGy713tGuPWBnJD3JHPHjCfe8LDmdxn/81+1T2vOsBneXqb1F384wcnVh1TZo90lcrd0d/uv2IuH+c8Tf8cHb+etw2a4LEh48l2e4RBVDAoUUBpq6aGTpyNjOrY7kg5Ir+07C7M7DwaHK/lGPbN4de0f9ptAYieop8vwdxjapb/2RFRbFuk+appHw8AVCDp5D1IU7EJSY49et6wDL/l2YO6Eo2IzojbanNrF6ZtzdJ3g57U/QwrKV/QrTM+Hdfxpjanai6iNTTwxmdhqKCcfWSLzOoTiY3nGwxOsURWHzsLmY02U4jjy7gei0RBhr6WN0yx5wNrMrjyET1QCbinGytIu54Y03c9aUKjrE19NB3Xlj0GDpNFAUhdZH/8GjAdOQ8OBFmfu1nexg59EPNiP7QNvBmtUzAYitaFdq/JnZCNp9Co3XzGPdJ1H1kFxPLEw6vhb7fC6X+ZxDcbD7p4WY2I6criZk8+yXRQg7Kr0ON1ddDYPinzAu4sbefgzvPlMk1tWoO28smm4oenOlaRoJ958jzPMy8hKToWFZC/ZjB8G4dROZfw+FWdk4q9OMMausTl179Pl8U+b+ibKqda4niqJ6ANgCgAtgP03Tko90VkN7Ry1GnwZtscP7PF5GfAaPw0WP+q0wq/MwNLepV9nDI6qh2pOHMwYKm+G9WO30eTv/b6nFlwI2H4HTzNHQsrUERVGo1aU1anVpLfOYvyfMy2eVelyQk6fws4jKpXCgoCiKC2AHgG4AogG8pCjqCk3T/or2XZX0a9QB/Rp1qOxhED8I4zZN4TBxGEL2nRF7XcOyFmPqcwD4+uI90v2CpLahRSKEHroAlz+VmyZd1UAP6mbGjLmXdOvXlnqdqPqUsZjtCiCYpulQmqYLAJwCUC0zqtE0jaDESHyOC0N+YUFlD4f4wbnuWYnGfy+Auvn/cxxx+HxYD+2Bbk9OQsOyFmMf2RHskv5lRyh/QZnicOAwcRhjO8cpI5T+bKJiKWPqyQJAya0Z0QBaft+IoqhJACYBgLU1+8WyikDTNLY9OIOtD88WZ3g10tLDiOZdYWNghuTsdJjpGGJE824w0TGo5NESPwqKoqA/eSBqj+wItdAk6NA86NRzgLop+6R3qgZ67NoZsmsnq3oLxiHmyn2kvvss9rr18F6w6OtWLs8mKo7Ci9kURQ0F4E7T9IT/fu0BwJWm6ZmS7qlqi9njPVfj4NOrjO1UeHzMdRuBtQOmMebWJwhpHga+xl83DuF+QNHfAx6HiwGNO+LPPhNl2g0nEghw2aZz6RoQYvR4fQEGTctmD1CGgvRMvF+yCWFHL0GQmQ0AUDc3gdP0Uai3aGK51QqviarzYnY0gJIJ5y0BVJuN07f8nrEKEgBQICjE33c8weVwsLr/1HIeGcHWl/hwfIwJgRpfBZ2dmkFLTfZTyBXp4ruHGLZvCQSi/589EIiEOPfmPu5+9sX9OdvR1Louq744PB4aLJ2Kl9P+lNjGom/ncgsSQFFd8Bbbl6PxuvnI+BIKDo8H3QaOZepZENWXMt4oeAACAXQBEAPgJYCfaJr2k3RPVXqj6L/rV1z58Fime9T4qohZe4XkaKpk/nFhmH7qXzwMfFP8mY6aJia3H4A1/adWyQqCuQV5sFjcD6k5GRLbNLWqg9e/H5GpX791e/FxxTaI8kuvrVkO7IY2nv+Ap1m1gyfBTrV9o6BpWkBR1AwAt1G0PfagtCBR1XyICZb5nrzCfGx7cBZ/9JGeEpkoP4EJkeiwYQqSs9NLfZ6Rl41/7x5HeHI8zkxcXUmjk+z0ay+pQQIA3kQF4GW4P1rYOrPut/5vk+AwYQjCPa8gKzQKfF0t2IzoDb0GThLvoWka0Ze8ELT7FNI/BYKrpgqL/l1QZ8Zo1lXpiJpBKV+5aJq+AeCGMvqqaKo8yQXlpVlxfT+ufXqCP/tMRK8GbZQ8KvaehLxHcGI0dNW10N25JTRU1CptLBVp2dU9ZYJESWff3MPDwEHo5NSsAkfF7H00uy8m76ODZAoUAKBmZIC6c8ewaisSCvF01AJEni791zZg02EE7zmN9he2wdy9vUzPJ35cVe/dvIL1bdiOVYZYcV5FfEbfnQvgOeYP/ORasVW37n15iVlnNsI/Lqz4Mz11bcztMgLLeo2Tutj+OS4Mm++fxrm395GVn4u6pjaY1G4AxrftCzW+akUMXyEp2em4+M6bsd0+n8tVLlCo8dl9MVFl2U5en/89UCZIfCPMyYXP4FnoF+pVaanGiaqlxicFnNZxsELfwkW0CNNPrUdOQcWdPn0Q8Bo9t88tFSQAIC03E39c24c5ZyUndLvl9wzN1o7BXp9LSMnOQIGgEB9igjHj9Hp03TIT2fm5Eu+tKqJSE1EolHwS+ZvQr1VvT0Xfhu0Y26jw+Ojh3KrcxiASCBC4/ZjUNoLsHIQcOFduYyCqlxofKOyMzHFu4hqFgkVabiZOv/JS4qikm39+i9QflFsfnIH90kFYf/c4MvOyiz9Py8nE0H1LkFuYL/a+JyEf8NulHcW/jkyJxy2/Z/AOfIMCQaHyfgMK0lNnV8CGbbuK1MbBBa3tG0pt4+HaA8ba+uU2howvoYwpzgEg/u6TchsDUb3U+EABAD0btEHwynP4s89EtLFvCFdbZ7Sv3Qg6apqs+/j+2315eRsVgLdRzEXvw5Jj8euFbWi7fhKSs4rm8g8/uy61iBIAHHl+A++jgtBnx3zYLR2EntvnotOmabD6vR9W3TgIkUiklN+HImwMzdBSTEXB741o3q0CRiO785PWooG5g9hr3eu1xLbh88v1+bSgbEpwse2Elf/fmqgaavwaxTdmukZY3ns8lvceD5qm4fXFF54vbsEn+B3CkuMY79dUrZhF5DAZp1M+xoRg2ql/cHrCangHvWVsn5mXA7fN05Hy3c6cxMxULLu6F2HJcTjgsUSmMYiTX1iAs2/uwfPFLSRmpsJczwhjWvXGwMYd8Sk2FPt8LiM4qWiRfnizLujfqEOp7a5Le41Fv12/QtL2bkcTKwxvXjUrB5rpGuHVb4dw9s09HPe9ja/Z6bDWN8X4tv3Qw7kVOJzy/f6mXccOKvq6KEiVvBkAAAxbNSrXcRDVB0kz/p2U7HT03bkAT0M/ynTfuyWerIocyev8m/vY+vAsfILfQSTjfzMeh4uI1Zcw/dR6XHrPvAjM5PnC/Whp10Du+5MyU9F962y8iy77ZmSqY4CEjJQynzcwd8CtmZtgoff/vEgHn17FjFPry0ylNbRwwNWp62FjaCb3GH90b+avw5eNhyRep7hc9A28TbbJVjHV9hzFj2bw3sUyBwl351blGiTmnduMTfdOyX2/QCTEk5APaF+7kVICxZ7HlxQKFCMOLBMbJACIDRIA8Ck2BH13LsDrxUeKd3SNa9MXAxp1wJHnN/AhJhjqfFX0c2kPd+dWJMUKg4Z/zkSSz2sk+4qp905RaL59GQkSRDESKEp4Fvqx1ClfNtrYN8TJcSvlel7Y11jsenQej4LeAQA6ODbGlPaDYG9sUdzm6ofHCgWJb2jQGNu6D/64tp9xnYJJYGKk3Pe+iwoszm8kq7dRgbjz+QXcS+wIMtDUxdwuI+UeT03F19JEl/tHELDlKIL2nEZOZCwoDge13Nuh3vxxSqlXQfw4SKAo4dyb+6zaGWjqoLaxJRZ1/xkDGnWQa05596MLmH5qPUT0/xcMX4T7YdO9UzjgsQQ/t+oFANjhfV7mvr/H43DR1sEF+po6ODX+Lwzeuxj5grJp1BtbOeEdi4VybVX500Fc++gj970AcOHtw1KBojrLystBvqAQ+hra5b4uIQ5PUwP1f58C58WTUZiRBa6qCrhqVf8cDVHxyK6nEjJZftNOyc6Ab7g/Jhxbgxt+T2V+zoxT/2LqyX9KBYlvBCIhxhxZiTp/DMPgPb/BW8Y3HHEGNO5YPLffu2FbvPrtEMa36QtddS1wOVw4m9lhy9C5eLpgLxpbSk758E1MehIG7VmEg0+vIlfG8yP5Cm6zzS6o+uc8mNzye4aum2dAe64bjH51h83SAfjrxsFKO8NCURRUdLVJkCAkIovZJWzwOo4F57fJdI8Kjw+f+XtYp1vYfO8U5p7bLM/wJOJxuNBQUUNGiTMT3zib2eHh3J2s9+Wfee2F4fuXsn62ma4RbkzfiMZWzAEGKFqUH7Lvd9b9f29Vv8lY0nOs3PdXtq33T2O2hAORLWyccX/O9iqf/ZaoPJW1mE3eKEr4uWUvmXM/FQgKse72UVZt8wrzseqm5J0m8upStwVeLz6MGZ2GwFBTFxyKg9rGllg3YBqe/bofBpo6uPTOG313zkfDv0ah48ap2P3oArLyyr5BDWvWFRuHzAaPw66GQFz6V/TYPgfJWWm47f8cm++dwn6fy0iUsCjdv1EHmOsay/X75HN5GN+mn1z3VgVBiZGYI+VLwssIf/xxbV8Fjogg2CFvFN/ZdO8k5p3bItM9XA4X6Ru9oKmqLrXdxXcPMWjPb4oMT6zr0zdKTEyYW5CH/rsX4u5n3zLX7I0scG/ONtgampe5FpOWiP0+V/AxNgQPA99ITcAHAPoa2kjNySz+tQqPjzGtemPrsHll8hbd/fwCfXf+KnadRJr1g2diftdRMt1TlbDZvaavoYOYtVegXkOSOxKyIW8UVcTcLiMxsZ1sJb+FIqHYaZ/vJWamyjssiZb2HCs1e+2cs5vFBgkACP0ag/67Foo9tGahZ4I/+kzAlmFzGYMEgFJBAih609rrcwk/HVxepm23ei3xaP4u9GnYFhyq6H9BHoeLwU064/yktejd4P+fA0C9WrY4NnZFtQ4SAOAb7s/YJjUnA8H/leMliKqC7HoSQ03G6ScdNU0YsihiZKEn35RLSTwOF9pqmmhfuxFmdhqKrvVcJbZNzkrHkefSs79/iAmG1xdfdKtXVOa8UCiAQCgo/kabna9YssML7x7iWejHMvmNXG3r4+q0DUjOSsfXrDSYaOtDX1MHADCoSWdEpyYi7GssdNU14VKOZ1QqEtvpPC7LdgRRUUigEIMvY2U0j5Y9ocLjM7Zzd24FM10jxKV/lXdoEIiEuDNrC5rb1GNsey/gJavpnesfn4KmgY33TuLO5xegaRp1TG0wtcMg/NKqF7RUNRQ6e3Ho2TWJifAMtXRhqFU2yFrqm8BS30TMHdVX93otGdOo2BjUQl1TmwoaEUGw88NMPXkHvsHQfb/DdGFP1FrUC8P3L4FP8Du5+pJln76OmiZ+c/+ZVVs+l4c1/afINaaS2B5YY5vx9WWEP9y3zcZt/+fF01ABCRGYc3YThu77HSMVTK4Xk5ak0P0/iglt+0GL4QzKzM5DK+VMBUFI80P8H7ny+gF02jQN597cR2JmKhIyUnDm9T203zAFf7PckVRSt3quMNE2YNU2Iy8bj/77lphfWICTL+9g6eXdWHPzsNiMsmNa98EBjyUw1pI/jTTbDQhNrOqwaictZYnXl5fQ19CBrQJ5k0zKMWV2dWKiY4Dzk9ZK3PTg0bIn5rqRU+ZE1VPtp55u+T2TuqXwt0s70dKuvkyVziiKQs/6rRjn97/58/oBqPFVMOXEP0jK+v+C9ZIru9GnYVt4jlkBPQ3t4s/HtemL0a49cPXDY3i+uInLHx6zHhsAtLRjTrENAEZautBUVZd6kEuFy0eBUPqbx4GnV2CmU7bSmaGmLlR4fMapNA/XnqzGWxN0d26JT8uOY9ejC7j8/jFyC/PhYuGAKe0HoVeDNiRHFVElVfs3ii33TzO22frgjMz9OpvZsW4bmBiJYfuWlAoS31z7+AR9ds4vU8dBhcfH4KZuCJAjb1J6btEOK5FIhGsffdBv5wLUXTEcruvG4Z87nsX1J/rvWig1SHAoCuZ6RozPS85Ox6e40DKfZ+bnYHrHwaV2KIkz68xGnHx5h/E5NYWtoTn+HjgDX1acRsTqS7g6bQN6N2xLggRRZVX7QHE/8DVjm3tfZD+zMdq1B+tdKgAgFJOO45snIR9wy/95mc9pmkZAguyB4kWYHwqFAgzZtxh9dy7A1Y8+CEiIwMsIfyy6uAP1/xqJ/T6X8SLcT2o/Gnw16KnJXwWuQFCII89vYGG3UVIrBPrFheKng8uxWQnJDQmCqHjVPlCwqbgma/0GADDXM8a8rsqbLz4qZhqLoihoqkg/pCcOl8PBH1f34eI78SnDEzJSMOcsc5qQrIJc2BuXPWwni6DEKKy748mqZvjCi9uRkJGs0PMIgqh41T5QtGJRF6G1vXy1E9YNmI6hTd3kuvd7kg7bDWnaWea+Ojk2we7HF6W2YZs8r5NTM1Zbe5WhUCjAwafXKuRZBEEoT7UPFNM7DlFKG3EoikIHxyZy3fs9M11D3PJ7hgNPruDK+0fFW1fnuo2QKb9UU6s64HC4SP2uVKm8Ojg2geeYP2Q+OyKviqotThCE8lT7XU8jWnSD1xdfHHh6Vez16R2HoH+jDnL3r6xcWHc+++JEiQVdE219LOs1DjM6DcXZiasx8uByxjTTdobmODdpLevCQRyKkjrt1squARpZOqKRpSPqm9lj28OzuPrxMXIL8lGvli2GN+sqMdOpvJjyYREEUfVU+0ABAPs9lqCTU1Nse3i2OJ9Oa/uGmNlpKIY0dcPvl3bhmO8tZOXnwEBTF7M6D8W0DoPBY/Etmu0bBZ/LQ6FQIPH616y0Ur9OzEzFzNMbkFuQj1+7j0bk6ks49OwaHge/h1AkgjpfFWFfYxCXkQxjLX14tOyBcW36Qk9DG2p8FfA4XAhEQqlj6tWgrcRCQRoqatg8dG7xr420dCEQCpCanYncwnw8Df2IxMxUNDC3x6fYsjue5KWnroXcgjyS9I4gqpEfLntsfmFBUSEWHh/+cWFosW6s2IXWWjoGeL/kGEx0mA/WtV8/GT4h76W20dfQhlAkKpUckEtxwOFwpAYQDRU1xK67Bl112XYfDdmzGOffPZDa5vH83YhOTcKqm4fgJ2Z7q7muMSa164+xbfrAbfMMhEhIRmehZ6zU09X6GjpY2XciZnQaqrQ+CaImINljlUSVrwIVHh8FgkK0/meCxN048RkpaLdhMqs+Pcf+AWuDWlLbpOZklskgK6RFUoMEAOQU5Ml1xqBd7UaMbXY/vogRLbrh0/ITGNi4Y5nrselJWHF9P1r9M0FikACKUnC0ZrFpgK3UnAzMPL0BO73PKa1PgiDKzw8XKL45+PQKY+rvoMQovAj7xNiXraE5Xi46iKU9xyolA+z3IlLiZb7nCovT3Gde30N2fi5ufHoqcSstAFZJCp+x+HOS1fKr+5BXmK/0fgmCUK4fNlDsfyJ+cft7e30us2pnomOAv/pNhueYFQqMSjwDDR2Z72FTs6BQKEBydjp2PTovz7DKXXJ2Oq59fFLZwyAIgsEPGyhyC9h9U81kUXCopEcMaaLlMUSOsxpsM8MKhAK8jQqUuf+KEksyyxJElffDBor65uxyNbE5sFdSnJJPFuupa8HOSPbT0brqmqzaJWdnQIVbMQfq5GHKYjMBQRCV64cNFCv6TGRsw+fyMKXDINZ9FgoFSMliLgsqi+W9xsl1n5OpNat2+hra6N1QcqlUNrTkPPvAlOJOT10b/Vzay9U3QRAVR6FAQVHUvxRFfaEo6gNFURcpitJT1sAU5Wxmh1Et3KW2+XfQDKnJ7ErKK8xHj21zcPbtfWUMDwDgVqc5psu5RXRUix6MbZrb1ENtEyvM6DhUptPfJZlo6+Pq1PUy1ZSgKAr9G3XA1I7Sg/DSXmPIeQqCqAYUOkdBUVR3APdpmhZQFPU3ANA0vYjpvvI8R/G93y7uwNYHZ5BbYneNgYYO1g+ehbFt+rDuZ8Duhbj8/pFcY2hmXReJmamISk0AUDTdMqndACzpMQaqfPl+gBcKBaj/50gEJUVJbGOkpYumVnUxrk0fUBQHPx/+k1Vp1JKuT9+AXg3a4k3kF/TeMR/x3029cSgO1g2YChtDM/jFhkFDRRUDGnVEnVo2EIlEWHRxB7Y+PFNqTUVTVR1Le45lXRmQIIgilXWOQmkH7iiKGghgCE3To5jaVmSgAIoyzN72f47I1AQ0tnRESxnXJU6/uosRB5bJ9ez6Znb4sPQ4aNAITowGDRoOxpZKya3UaeNUxhrM37RzaITdPy3Ccd/buPP5BfIFBfCLDQMN6f/9R7m649jYPwEUnfk47nsL1z4+QYGgEI2tnDC5/QDYGkpfY0nMSMGZN/eQlJkGS31jDGvWVeYDhgRBVF6gUGYKj3EAJFYRoihqEoBJAGBtzW5+XVk4HA56NpBvnp6maSy8uEPuZzuaWBfXQK5Ty0bufr4XnBiFRzLUBPcJeY9VNw7hl9a9kJGXjZi0RFapOcKT44r/XUNFDRPbDcDEdgNkGquJjkGZU9gikYjUhiaIaoIxUFAU5QVA3LHkJTRNXyUMDFkAACAASURBVP6vzRIAAgDHJfVD0/ReAHuBojcKuUZbCZ6GfkCkHAfivmlqza5utax8w/1lTlh46vVdnHp9V6Z75DnjIUlmXjZ2eJ/HPp/LCP0aAy1VDQxt6oZ5XUaigYWD0p4Tn56M/U8u42noR3AoDrrUbY6xrfuUKkdLEAR7jIGCpumu0q5TFPULgD4AutCVkTiqnCmS44jP5WFC235KHM3/8bjsq+8p4ieGDQFspWZnoPPm6XgfHVT8WVZ+Dg49u4aTr+7i0pS/4e7cSuHnnHx5B2OO/lVqTeT6pydYcW0/zk9ai671XBV+BkHUNIrueuoBYBGAfjRN5yhnSIp7FxWIGafWo+/O+fjl8Erc8nsmd7pwYy32u31KoigK24cvgJkuc01qeXRybFruBYcamDtgsByFlcSZc3ZzqSBRUl5hPvrvWohrH3wUSuv+LPQjPA7/KfYwYkZeNgbsWSQ1pxVBEOIpOkm8HYA2gLsURb2jKGq3EsYkN6FIiHFHV6HJmp+xw/scrn18gqMvbqDn9rlou34SkuU4A9HRsQlsGBICAkW7f77p5NQUN6ZvxKT2ss3ly8JExwAjmnUrt/5dbZ1xZ9YWpSy6J2Wm4vRrL6lt8gUF6LtrAZxXjsDriC9yPWeD1wkIpaRez87PxfaHJBEhQcjqh0ozvvjSTqy7fVTi9c5OzXB/bumF6UKhABQgtTbFkWfXMeboXxKvd6/XEpen/oP4jGRoqWrASKtijpNk5mXDfetspSXsG960C8z1jTGgUUelVfYDgBufnqL3jnms2+uqa+HFwgMyLf6LRCKozmzPWKPD2qAWIlZfYt0vQVQlJM24grLycrCDIW31g8DX8A33g0gkwsGnV9FszS9QmdEOKjPbw23TdInnJH5p3Rs7RiyAtppGqc85FAe/tOqFK1P/hRpfFbaG5hUWJABAW01TqYvAhtp62DhkjlKDBMB8Qvt76blZWHdHcsAXJ19QwBgkADBWESQIoqwf5o3i/Jv7GLLvd8Z2C7qOQnRaIk69Er/7Z2nPsfirn/g6FZl52Tjz+h5Cv8ZAT10bQ5u5MZ4hKE8vw/3h+rd8KUDEoSgKgSvOwMHYEhQl6493yVKzM2CxuG+pQ49M1PmqSN1wV6YDiXZLB5bazitOO4dGeLxgD+s+CaIq+RHOUZQ7gVCA1JxMaKqql0m9kcXym+LLCH+ph9RW3TyErnVboKNT0zLXtNU0Mb6cdjHJY6+PcqdQaJqG4x9DweNw0cmxKRpZOSI6NREFwkI0saqDCW37ybU4r6+pg9Ete2Afy5TuAJBbmI+03EyY8g1Z3zO5/UAsvrRTapspHQay7o8giCLVIlB8zUrDP3c8cfDpNSRnp4PL4aJ3gzZY1N0DbRxcAAB1Wc5nf44PY2yz3fuc2EBRnhIykrHT+wKO+d7C16w0WOqbYGzrPpjUbgB0JGSK/RIfUS5jEYiE8Ap4Ca+Al8WfXXznjZXXD2Db8PkyJVL8ZsPgWfgYE4LnLNdT1Pmq0FNnd+4hOz8Xx31v4/6XV9BS1UBWvvgNeLrqWmhk6ch6zARBFKnyU0/x6clov2Gy2EI9PA4Xx8f9iWHNio56NF7tIXELJgBwORwIRSLGZ5rrGiNmHbvCR8rwOS4MXbbMFFtprm4tGzyYsxO1dMt+s+61fS5u+j2riCEWoygKV6euR++GbWW+N68wH4eeXsOaW0cQnZYote2Y1r1x6GfmtCl+saFw3zab9XkXE219vPztEGNpW4KoishitgSzz26UWM1NIBJi7NFVSM3OAADsGLEA6nxViX2xCRIAwOFInp8XiUS4/vEJRuxfii6bZ+Dnw3/i/hf511tomsbgvYslliP9Eh+BcZ6rxF4b3EQ5ZxxkQdO01J1l0qjxVTG142B8WXEazmaS64Xoqmvht+7MCQNzC/LQY/scmQ5FJmam4t+7x1i3JwiiigeKuPSvuPD2odQ2OQV5OPz8OgCgrUMjPJi7Ax2/27VTx9RapvMAXeqID9hpOZnouHEq+uycj9OvvXA/4BU8X9xEly0z0GfH/FL1n4UiIS6/f4RlV/bgz2v7Jdbm9vrii8/x4VLHc8v/OYISI8t8/lOL7oxnPFrZNUArW9mSIDLxCXmP+HT5CzhpqqrDa/Y2dHZqVuaak4k17s7aympr7ImXdxCdKv3NRJyjz29KPW9BEERpVXqN4m1UIKstj77h/sX/3tKuAR7O24XgxChEpMTDQFMHH2NC8MuRlayeyaE4ZRLYfeNxeAV8Qt6LvXb90xNMP7UeBzyW4HHQO4w+vKJUjqgV1/ejjX1DnJ6wGpb6JsWfPwh4wzgmmqbxIOANHE1KJ1NUV1HDnVlb0XP7XIR+jfnu90Hh9x5j8Fe/yYhKSUDdFcOQI8OuIyZF6wDsF5q/Z6ZrhPtzd+BDdBBu+7+AQCREC5t66FK3BesdV/Kmfc/Iy0ZGbjb0NZWXx4ogfmRVOlDwOOzyGYlrV9vECrVNrAAAPsHif7iLs3XYPDS3qVfmc/+4MFz7+ETqvZ4vbmK0qzv67vpV7H79p6Ef0WXzDLxefBha/53JENHspsMkpQN3MrXGlxWncf7NA1x6743cwnw0MLfHpHYDYGNoBgCwMjDFuyWecFoxjNWzmGipasBcz1gpfblYOsJFzgVmWbbblqTOVy3+8ycIglmVDhSt7RtAW00DmXnS00h1d24p9bqDsSWr5/3m/jOmdxoi9trFdw8Z7y8UCvDbxZ1SD3UFJkbC88VNTO04GADQrnYj/H3Hk7HvtvYuEq/xuTyMaNENI1pITulR28QK+ho6SM3JYHwWkyFNO7OuDFieGpg7wOvLS+aG3xnevKtSUpMQxP/aO8/wqoqtAb+TUFKBQCC0IL0XCQiETihGCOCVIk1BEClKk6sioPCpeBW4FAERRIqAIFJFaUqXEkBAJBTBUEK5kggGCISQZL4fk0PKaTvJIScJ8z5PHnL2rD17nR3da88qs54UsnWMwtvNkwGNbdctlCxYlO4BrS2OJSQmEHX3H5pXfNpulou3mwdjg/taHb8XF2tfYeDXCPv7FH0duvnR7+1rNKacnaK9FpXqZroCWwhBv8D2mZrDxDeHttFn0YRMbb/uCAZlYC8tbzcP3m7b5zFoo9HkXrK1oQD45PmhtKtmecXg61WIjUOnmFXv/n03mjHr5lDinRCKvhVModFt8fP2QdjYTOLT51/H281yvQJgM0snJUYyq27cufXodxcXF1YNnISPlb4P/j5+LO6bse56afl3m96ULJh5l1FcwkOWH9pK4OSBXLJTCf04qVq8LO+3H2BYvkzh4mx5YwbVDP4tNRqNItvXUYCqyF57fBfz967nfOQVvN086V6vNa817YxfgdQB1Ru3b9Lsv4P5w0KWkItwoWRB31Q5/OV9SzEx5FVeavicTR0ePIyj1Lsd+TvG+g60FYqW4uqtSGLt9KVuVvFp9oxOvdFueORVpm1fwbJDW4i+f5di3j70b9yRkUEvmn3HzHD+RgR9l3zA/vDfHTJft4DWrBo4ySFzZZRF+39gyk/LHmWPueXNT/eA1nSs3ZTfrpwjPjGBhmVr0LF2U1wNxr00muxIju+ZnR4eZ8/s3gvf55vD26yOu+XNz/dDJnMn9h5FvXxoUqG24Zacq4/uoMdX71lMrcyfJx+bXp/G1wc3sSR0k815Fr40nlcah1gdf5gQb9GHfic2hqWhmzl4IQwXIWhT9Rm6BbRO135IJsasm2MoNmKPvK55iPh4g0ONWUY587+LxDyIpbxvSZ3RpMmV6L2eHMCN2zdZfWynTZnYhw84HnGOt9ql30/dNSCIze6eTPhhAQdSvJEHVanPR50GcfTyWX4Ms50ZFeBfhZ42gs6ARSPxw++/0HvhBG7Hxjw6tuTgJt5Z9zkbhky2mKmVFiklW08dZN7e9ez841e78kZ4mBDP2b8uZwtDUbV4WWeroNHkSnKVoTh+5ZzF7mZpOXTplF0Za7St1pC21Rpy/kYEkXf/oWRBX54qUoLJ25byzro5Ns/tXKc5C18ah5uN6nFLHL18hi7z37X43a5FRxI8ayQnxi+zmbKamJjIy0v+j+WHtqbr2kawVQ2v0WhyPtk+mJ0eXA26kFxF5r92xWL+BJavxVNFSnAzJpoJPyywKV+yoC9rXvsPhT0Lpvtak7cts2kA/46JZu6etTbn+GTr14/FSJQpXJyAMlUcPq9Go8k+5CpD0ahcTQq6e9mVe7Z6I4ded/mhram277DEtegotp0KTffcpkC+PWy1Go1PiGe2naZOGWVUUA8dINZocjm5ylB45nfnVTv9IvwKFKZH/TYOva69ZjnplUvJ/YcPeJgQb1cu+v5dq2PHr5yzuulgZhjWshsjW/fgVsxtPt36NTU/6EXRt4Kp81Efpm9fwe37MfYn0Wg02Z5cFaMAmNRpMKeuX7C4/XZhzwJsHDIVdwdXFft4GOubUDgDmThe+T3wK1CYv27ftClX0Ub1+T4r+1NZw9XFhZaV61HetyR5XFwJLF+Le3GxrD++m5i4WKoVL8ugZs8TUKYqF6KuETTj9VRGMOruP7y5eqYKmo+ak6FmRxqNJvuQ69JjQVVkrz22i/m/rOePGxF45/egW0AQg5r9y2Jfh8xy/kYElSd2x9a9LODmydX/bMzQHkPjNszl4y1LbMosenk8/QLNU26v/nODyhO6G64sT0nXgCC+G/ixTZkGn/TnsI3kgNZV6vPzyNnpvrZGozFHp8c6EFcXV7rVa023epa39nA0FYv50/uZZ1l2aItVmTdb98zwRnRvtu7F6qM7LRYRgtoUceupUKqXKEeDsjVSjc3buz5DRgJU3UjohZM0LGd5m/L9f56waSQAtp89Qti1cGqULJ8hHTQajfPJVTGKrOBg+EkGLf+EkDmjeeXrDx81LVrQZyw967czk3d1cWV0m16838H4VhNpKeJVkD2j59ItoLXFjK34xARWHvmJwMkD+Wrf96nGfrSz4609Fh340erY9rPGVoXbM7Bxn0ajyT7kyhXF4yAu/iG9F01g9dEdqY4vPvAjQVXqs37wp3wz4APea/9KUt/raPx9itG3UQf8C/tl+vp+BYqwauAkPt68mHHff2FRJlEmMuibTwksX+vR3lRxBgLhtrDVGCjRYMfARCe4N58IJk2C8ePV72fOQBWdppwt2b8fPvoIDh6E2FioWBH694dhw8A1HRmDDx8yEfwQ4jhQGUgAfgc+R0rLbRuFKAC8AXQHnkItDi4D64HPkNJQe0i9ojDIyO+mmxkJEzvOHqHKxBeZsX0lJQr6MqnzEOb1HsP49v0dYiRSsvTQZpvjCYkJfL57zaPPT2ew14OJm/eimbJtGeuO7zLLvgosX8vQHI2suK40mUBK+OorMDV5+vJL5+qjscyGDdC8OezZA//6F7z+OsTFwahR0KOH8Xni4iA4mAlQGigILAaWAiWBpQgxzewcIQoCh4FJwMOkcxYCccB44ChCGHpA5cpgtqOJvHOL0mM7Gar69srvwYoBHxBSq6nD9bgeHUXJMdb3iDJRvUQ5wt5fAag4QpOprznk+iUK+jKz26hHsZ/r/0RRemxHmyuGCr6lOP/hGqvjmgyydSsEB0O/frB5MyQkwNWrkC/9+35pHhO3b6vVQ3Q07NsH9ZNi0LGxEBQEBw7AihXGDMaMGTBqFMcgpi74IaXKPRfCE9gBNABaIeWuR+cI8RYwGViElP1TzSfEYqAvMAEp7bb/1CsKA2z8/RdDRgJUi9Cu88dy4so5h+th1KinlGtcoTaj2/RyyPWvR0fR46v3+D6pBemX+zbYdSsV8rBfAKnJAKYVxMCB0Ls3REXBunWWZRMS4IsvoEkTKFgQ3N3VA+zVV+HcuYzJ9uunVjMXL5pfb9cuNTZxYurjLVuq43Fx8MEHylWWP7+aC9QDdcoU9RAtXVoZvaJFoVMn5baxxpkzypVTtqyar1gxaNYM5s5V47dugYcHVKigVmKWCAlRuv3qmD3QAFi9GiIjlSGonyJRyc1NuaIgWUd7rFU7L3wK1x8ZCSDp9w+TPg1Lc5Ypg2SjhRlNwUxDfQe0oTDAXTsd9tLyID6O6TtWOlyPEgV9DXXra1qxTqrPU7sMZ9HL46mVovlRUS8f3mn3El/2fpdC7sbqQEDFQcZuUDGS9b/ttiv/6+WzRN39x/D8GgP89Rd8/z1UrgyNG8Mrr6jj8+ebyya5LBgyBCIioFcvGD4c6tVThmXfvozJZoYuXeDzz5XuI0dCrSQX5unTMG4cuLhAhw7w5pvQti3s2KEe/FssZBX++CMEBMCSJVCjhjqnSxdl8CZPVjI+PuphHR4OP1vYweDKFTV3vXrqx1HsSHJVBwebjzVvrozX/v3wwEBL3/+pJmF/gCXh8KR/06Z5hiX928HCOSbXhPUtHVKgg9kGyMiupKuP7mTRy45pOGRCCMHrLbrw5uqZdmTM27n2CwyhX2AIETf/Ii7hIf4+fuTLkxeAXg2e5btft3Pmr0vsPXecfeEnbOoRdj2cwxdPGe5ZfT8uY72tNVZYtAgePkx+E69ZUz0sd+6E8+fVCsDExInq4dixI3z3nXrjNvHggXKPZEQ2M1y6BCdPgm+aQsxq1eDaNfPjV65AgwbKr5/yoRsVpYxZfLx6KLdoYX6eiaFD1X2bN08Zn5QsWKAMy6BBqY/PmAH/pOMl5+mn4fkUXRfPnlX/Vq5sLpsnD5QrB2FhyoBVs7P7s68vnDtHJbC0A6dp5VAQIYojpan15AKgJzAAIWoBvwACaAZUB8Yh5QYjX00bCgO0qfoM5X1LER511fA5MXH3kVIihPWuehlheKvu7D1/nHXHzd/mhRBM7zqSOjYC2JaC6x753OgbqF46en71XvL7iQ2uRUdRs2QFzvzvkk05X69Cj6XI8YlFSvVgc3GBl19OPt6vHxw9qsY++UQdS0hQb+7u7sqdlD/NMyZ/fuXaSa9sZvnwQ3NjAMrVZYnSpaFrV5g1Cy5fhjJl1PElS5TxGj7c3EiYzjNRv7762bBBvZ0XT2qNnJCgkgK8vaFnz9Tnz5ihjJpR+vZNbSiio21/L9NxI8YoJAQOHOBtKI4Q7kh5HwAhPIBxKSR9AGUopIxFiCBgJjAIFccwsRqV+WQI7XoygIuLC3N7vm2xT4Q1KhX1d7iRAFWX8d3Aj1nQZyz1ylRFCEFe1zx0qt2M7SNmMyLoxUzN7+dd2LDcoKb2e1b3bxySrvuWkpNX/+Tz3auZu3sNp65fyNAcuY4dO+DPP9VbcalSycd79VI+/cWL1WoDlO8+Ohpq14aStvuyp0s2szRoYH1s3z7o3h38/ZVxEkL9zJqlxq+meFkzxS2es92d8hFDh6rVx8KFycc2bVIrjz59wCtNPO3iRWWYjf4sXmxMDxOmeImR58SIERAQQD3wAsIQYjZCzEG5lyoB15Ikk7uqCVEE2Ao8D/QAigC+Sb83A0IRwsYfIxm9ojBIu+oN+Wn4Z4zdMNdQG9HXmnV+bLq4urgyoEknBjTpRGJiouEOfUZ4udFzzNz5rU2ZKn5P0bBcDYQQ9G/ckYX7LcXKoGbJCrz7bN9063Dp7+v0XfIBu88dS3W8dZX6LOn3PqUKFUv3nLkGUxzC5HYyUaSIchmtWaPemrt2TX5TTWlQrJEe2cxieptPy7p1Sm83N2UIK1QAT0+1etq1C3bvTu3PT6/OPXrA6NEqEWDMGDXvvHlqLK3byRGYVgzRVtonm1x51lYcKfH0hD17mOnldX2ESm8dCMQA24F3gb1JkinrIv4LtAA6I2XKStxvESIWtaKYDLS0d3ltKNJBi8oB7HvrS05e/ZOeC9/n5LU/LcrVf6oag5u9kCU6OdJIAASUqUqXuq1YY6VToBCCDzu+9mi1tKDPWGqWLM/MHd9y6aZa8Xq7efBSg+f4qNMgChncMNFE5J1btJg25NFcKdl+9ggtpg3l8DsLn8xWp5GRsD7JW9Czp7mrxMT8+eqBW6iQ+nzVgMs0PbKgHrKg3tDTYs+VYu0N+r331KroyBFzn/2gQcpQpCSlzrUM1PS4uysDO306bNumYjtbtkDDhlCnjrl8ZmMUVaqo7/LHH+ZB8vh4uHBBxSrKG9zextOTkXBtRNq9noQoBxQHziPlrRQjpoC1pf+ZTccMRe8dYiiEEP8GpgBFpZSO3886m1GzVAUOvr2AMevnsPjAJu4+UFlRHvnc6NMgmCkvDMMzv7uTtbTN33ejib5/F78Chc10XfbKRLzyu7M0dAuJMrn62sejANO6Dk+1h5YQglGtezKi1YuEXQ8nLj6eyn7+eLt5Zkivz3ausmgkTPwZeYW5e9Yy9rl+GZo/R7NkicpMqldPPZQs8f33KiB94QJUraoepidOqCCxLZdSemRBZRKByo5KGTwH9XDMCOfPq8yltEYiMRF++cVcvlEjlYK6ebPlzCJLDBmiDMC8eco4WApim8hsjCIoCJYvV8YorVHfswfu3VPZT2njQelnYNK/y9McN01cFLiTZswUcIozdAUpZaZ+AH+UH+wS4GvknHr16sncwu37d+WOM0fk9tOH5a2Y285Wxy67/zgq280cLsWQRpLBDaX7sObylSUfygtRV81kL0Zdk//9abmcsHG+XHpwk7z34P5j16/UmBDJ4IY2fyq+1+Wx65EtqVJFecNDQ63LjB+vZMaOVZ/HjlWfO3aUMjY2teyDB1LeuJH8OT2yK1cq2Z49U8udOCGll5camzAh9ViLFuq4re/n7S3l1RT/LSYmSvn++8mRgJ07k8ciI6UsUEDKvHml3L3bfL6ICMvXadNGyjx5pPTzk7JQISljYqzrlBmio6X09ZUyXz4pDx9OPn7/vpSBger7rFiR+pyYGClPn5by0iWL8wFHZMrnKbSX8EDCFQk+acY2Jd23JRJcUhx3lbAsaWyVNPDMznRlthBiNargYwNQXxpYUeS0yuzcwuqjO+j51XvEJyaYjRXz9mHv6HlU9ivjBM0UUkpcX29st7DQLW9+7n9mv4YjV7FrF7RqpVwsJ2ykL1+8qFwZxYurDKHERGjfHrZvV9lCISEqwyciQrlfpkxJjnfExRmXjY1Vge9z51SNQ8OG6nobNkDnzrBqFUyYkLrormVL5T6y9vedNw8GD1YFc126QN68Krh96hS0aQMbN6oU4JYtk8/58UflZouLU0Ht2rWV7//ECaX3BQtJEOvWwQtJruFhw+Czzwz8ATLI+vXJcZcePaBwYbXqO3tWHV+1KrUrzvR3btFC/Z6SkiXZe/367WawCFVPUR8IQsUlnkXK1EE9lRK7F7XlRxiqghtUvUV1IAoIRMrz9r5GphzcQohOwFUppd3OOEKI14QQR4QQRyIjDe1DpXEgd2Pv0X/pRxaNBMCNO7cY/M2nWaxVaoQQ+HoWsitX1Mu+TK7DVIn96qu25cqWVQ/V69fVgzVfPuX6mDUL/PyU+2rWLDh0SO091DTFVjPpkXVzUwale3dVEzF7tqoH+OYb5d7JCIMGqVqHEiXUtZcvV9lPoaGqTsQSHTooV1fv3nDsGEydqmpAhIB337V8TqdOyem5jyOInZLnn1fGsXlzlWgwa5YygNOmwcqVxjKeTPTujR/kBfoDw1H7Pv0XqGFmJACk/B2oC8wD3FEpsq8B+YDZwNNGjAQY2OtJCPEzKlCSlnHAWKCdlDJaCHGRJ3xFEfvwAZF3/qGAu6eh3t1ZyRd71jJkxWS7cqcnrMxQgaGjeHP1DKZvt13VPja4L5M6Z/BhpNGEh6u4SpMmsHevfflsRLZtXCSltNhgWqhlTTngt6QMmNLAUSFEA5lcGfhEcOXWDSZtXsSyQ1u5++AeLsKF4BqNePfZl2la0UrQMYs5FvGHYTlnGoqRQT1YGrrF6rYffgUK80bLblmslSZXMXWqcn+98YazNckxZNj1JKX8XUpZTEpZVkpZFrgCBDxpRiI88ioNPx3AF3vXPcp+SpSJbDq5n1bTX2eNla3Js5p8eYwluOXLYHGcoyhTuDg/j5hFpWL+ZmPVipdlx0jdg1uTAS5fVhXrAwaoyvM6daCbfuEwiq6jyCRDV07hWrTlmEt8YgKvLP2IdtUbZjhd1FG0r9GY2btW25Rxz5ufoCpZvqo1o07pSpyduIqtpw6y9/xxBIKWlQNoXfWZx1LtrnkCCA9XMQsPD1XMN3duci2Ixi4OMxRJq4osIzExkYhbfwHg7+Pn8MIzI/wZeYVtp0NtytyJvcey0C0MadEli7SyTHCNQKqXKGdzK4x+gR2yTSGbEILgGoEE1wh0tiqa3EDLltazrTR2yXErioTEBGbsWMmcXWu48Lfa3qRckZIMbdGFUa174OqSjtaCmeTo5bOGekQcuXwmC7SxjRCC74dMoe3M4Y/uW0raVWvItK4jnKCZRqPJ7uQoQ5GYmMiLC8abbS9x4e9rvLV2FvvDT7B64H+ybHVhdLM7Z/v9TVQoWpoT45exNHQzK478xM2Y25TzLcGrTToTUqtJlhpZjUaTc8geTzCDLDu0xeoeRADrju9maejmR1tmP25aVg7AI58b9+Jibco9l43cJ15uHgxp0cXprjCNRpNzyFHRnLl71tqV+XyPY/sz34+LZfGBH3hrzSwmbPyS4ynSTAt5eNOvkW2jVKmY/2Ppn63RaDRZRY5aURipBTBaL2CElYd/YsiKyfxzP3k/rQ82fUWbqs/w7asfUdizIFO7DONcZAQ/nT5kdn5pn2JsHDLVKYF2jUajcRQ5ylDky5OHB/G2Nzs0tffMLFvCDtB70YRUu6ea+PnMYdrPfpP9b32Jez43Nr8xnQ2/7eHLXzZw4e/rFHL3okf9tvQL7JDubbY1Go0mu5GjDEX7Go359lfbvcA71GzskGtN/GGBRSNhIvRiGD+e3EfH2s1wdXHlhbqteKFuK4dcW6PRaLITOconMjKoBy7CusouwoWRQT0yfZ3zNyIIvRhmV27Z3gSK6QAABDVJREFUoS2ZvpZGo9Fkd3KUoWhUvibze4+xmMbp6uLKvF7vEFjeQKcrO0TdtdK6MA2Rd9LR/Uqj0WhyKDnK9QQwoEknmlaow9w9a9lz/hhSQvNKTzO0eReqFH/KIdcoVagoQgi7xXT+Pn4OuZ5Go9FkZ3KcoQCoUvwpZnQf9djm9y/sR5uqz1jMZEpJ/8YhNsc1Go0mN5CjXE9ZyaROg3HPa72XbafazWhR2UozFY1Go8lFaENhhWfKVmfb8JlUL1Eu1fH8efIxqNm/WPXqJCdpptFoNFlLjnQ9ZRVNKz5N2Psr2HPuGGHXwvHI50b7mo0p6u3jbNU0Go0my9CGwgDNK9WleaW6zlZDo9FonIJ2PWk0Go3GJtpQaDQajcYm2lBoNBqNxibaUGg0Go3GJsJIK0+HX1SISOBSJqbwBaIcpE5uQN8Pc/Q9MUffE3Ny2j15SkpZNKsv6hRDkVmEEEeklPWdrUd2Qd8Pc/Q9MUffE3P0PTGGdj1pNBqNxibaUGg0Go3GJjnVUMx3tgLZDH0/zNH3xBx9T8zR98QAOTJGodFoNJqsI6euKDQajUaTReRoQyGE+LcQQgohfJ2ti7MRQkwRQpwRQpwQQqwTQhRytk7OQggRLIQ4K4Q4L4QY42x9nI0Qwl8IsVMIcVoIESaEGOFsnbIDQghXIcQxIcQPztYlu5NjDYUQwh9oC1x2ti7ZhJ+AmlLK2sAfwLtO1scpCCFcgTnAc0B1oKcQorpztXI68cBoKWU1oBHwur4nAIwATjtbiZxAjjUUwHTgbUAHWQAp5TYpZXzSx4NAaWfq40QaAOellOFSyjhgJdDZyTo5FSnldSnl0aTf76AejqWcq5VzEUKUBjoAC5ytS04gRxoKIUQn4KqU8jdn65JN6Q9sdrYSTqIUEJHi8xWe8IdiSoQQZYG6QKhzNXE6M1AvmonOViQnkG37UQghfgaKWxgaB4wF2mWtRs7H1j2RUm5IkhmHcjUsz0rdshHCwjG96gSEEF7AGmCklPK2s/VxFkKIEOCGlPJXIURLZ+uTE8i2hkJK2cbScSFELaAc8JsQApSL5agQooGU8n9ZqGKWY+2emBBC9AVCgNbyyc17vgL4p/hcGrjmJF2yDUKIvCgjsVxKudbZ+jiZJkAnIUR7wA0oIIRYJqXs42S9si05vo5CCHERqC+lzEkbezkcIUQwMA1oIaWMdLY+zkIIkQcVzG8NXAUOA72klGFOVcyJCPVGtQS4KaUc6Wx9shNJK4p/SylDnK1LdiZHxig0FpkNeAM/CSGOCyG+cLZCziApoP8GsBUVtF31JBuJJJoALwFBSf9tHE96m9ZoDJHjVxQajUajebzoFYVGo9FobKINhUaj0Whsog2FRqPRaGyiDYVGo9FobKINhUaj0Whsog2FRqPRaGyiDYVGo9FobKINhUaj0Whs8v9bFpboASgdAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0Db+10g9eMQUJAIg4XToDbWZIJOLuPJF6T2F6JsJPXAMtEuFhr4kVEiQAFE9hycqweUP0C7uH1sf+hf2YQbD16I/m25djYMwjhYMEANSeMoKxjf0vA2pMkKhMZI2CIEpI+xhQJheQPArTS+/bT3n1idVUUfLLj1CrZYSU134Kj4Gt/CT5D8ZxVVRgN6pfudTINmjijPpLpsBv9W6x13UbOKHhiplKfy5RFgkUBFGCpHrastJyKL0wSvGYT14DAIfHRYSU8qjlQd3CpEKfJ05+ShpCD55HzLWHEOYXQL9RHThO/QmNVs2FTh07fN5wqDjRoYq+LuzGDETD5dOhoqdTySOvGUigICqUQCgAj1t1/7fTdrAGxeUqXOmt9qThpX5t2skVXDVVsecfSjJzb4egPdLn5ZXNvpJrSCQ9fQPvPlNQkJpe/Fny83cI3nMa9ZdMQaNVc2HnMQDZkbEQ5hdA08oMXDXVShxxzUPWKIhyl5aTiZXXD8Dq937gz2gHrTmdMd5zNfzjwip7aGWom5nAvHdHhfqwGuyOWl3blPpM1VAftqOlT89oOVjDvE9naNlZKvR8Weg3cYbtKMk1KqQR5hcgPyWN9dkRcfK+ppQJEiX5rd6N0P/WUDStzaHjaEuCRCUgu56IcpWYkYKOm6biS3zZZGsaKmq4OnU93OpW+CYOqTICQnGnzUi5ihtZDuyKdqc3g8Mvm09JkJ2Dh70nI9G7bN0LdXMTuN09BF3n2kh5649bTQfKNXbWKAoWfTuj3q/jkfz8PUQCIQxbNISpWytQ/6UwKczKRvixK4g8dxuFGVnQcbKFw8Rh4Gmqw//vfYi+dA+0QABVQz3Yjx2Eer9OkLkMqv/fe/Hutw1S2+i51EGv9+zrjP/IyPZY4oc0ZO9inH/7QOJ1Iy09RK6+BHWVqrVzJf1zCN7MW1u0nVWGvyN9g+9C28Fa4nVRYSEiz95CyP6zyAqNhoq+DmxG9obD+CGlUp2/mLCEdbU5WTn/PhmW/brg/ZJNSLj3rNQ1nTp2aH3sX/C1NXG/+3jkRMaW7YDDAb47XwIUlW3t9vgENCzY16O4224kkp4wnxLvH36/Wp13KC+VFSiq7mQxUe1Fpybi0nvpNRS+ZqXh1CsvjG3Tp4JGxY5uPQd0vrkfWeHRCNjqiYBNhxnvMWrTtEyQyImOR9CeU0j0Lsq0atK+OWpPHi61JCkAuO79C+rmJviy1RMCJaUXBwCHiUPR4PcpuN1yGNL9gspczwgIw/2uY8HT1kButIRa22KCBABkh0Xj5bQV6HhZ+ontkpjWbGRtR5QPskZBlJsXYZ8gFDHPXz8JeV8Bo5GPlq0lGq2eCxWGZHEUn4dWh9aU+izizA1ccegKv1W7kPT4FZIev4Lfmt24Wrs7wo5dlt4fhwOXlbMxKPYxOlzZhVae/8LWo7/Cv5+C1AyEeV4WGyS+KUzPlBwkGMRee4hscW8hEui51GFsw9fVhoYcaUYI5SGBgig3FMWugALbdpWFp66G1p7/SKxMx1VTReeb+6DjZFf8Weq7z3g2eiFEBYVl2osKC/F8DLuaCjwNdVj2dYP96H7Qq19b/t/Ef6LO30FwOe6qokWiojMjLDlOHcnYxmJAF3xYtgVXndxxyboTHvaZjJjrDxVOYU6wRwIFUW7aOrhAhSe9SA4AuNWpOovZosJCZEfEIDeudFoKi14d0e3xcVgN6g7qv0R3XE112I8djD6Bt1GrS+ldTl82H4GosGyQ+IYWCuE7ebnE3T7iaElZ+2CNppEVHqN4P1JQXPY/VgxbuKDu/HESr2tYmyHqzE182XAQmUHhyImKQ+z1h/DuMxnPx/xWJhcXUT5IoCDKjamOIYY36yq1jbmuMQY3kV5ZriIUZmXj/ZJNuGTZEZdt3XDRvD1uNhuE8BNXi9sYtnBB+/PbMDTtJQbGPsaQFF+0OrgGmlZmZfqLuXKf8Zlp7z7jhks/ZASEshqjRT83mXcVicPTZJeOXC4UhcygCJl+gDddvwiu+1ZBp0RiP76OFuzHDkZ+chqEueLXJ8KOXsKXzUcUHjLBjAQKolxtHTYPzazrir2mr6GDi1PWsXrrKE+FmVm41/ln+K3ZjbzE5OLPU9/44emoBXi/dFOp9jxNDaibmYCrIn4qCmC/+JoTHY9H/aex/sFqNcSdVTtpanVrw9xIXjSNt7/+gycj5soULGpPGIo+/jfQN+gOen26hoFxPtCyt4QwO1fqfYHbPMlbRQUggYIoV3oa2ng0fze2D1+AxpZO0FHThLVBLSzsPhrvlhyFq239yh4i/Fbvljqv7rd6NxIeS64PLY5uA0fWbTMCwhB767HUNrG3H+OyVScE7Twh0zjEcZrpAR1nxdc7pIk8ewshB8/LfJ92bRvo1XcET0OdMYkiAGSHx8C7/zR83nAQef/VmCCUT+FzFBRFWQE4CqAWABGAvTRNb5F2DzlHQVQVwoICXLLogPyv0hPjUVwu7Dz6o8GyaawK3IQcOo8X435nPQ6nWR5ovmWp2GvJrz7ibrufIMovYN2fNA1XzISWky2e/TRfKf1Jot/EGT3fXJT7/jttRsiUQZfi89Bo1Rw4L5wo9zOruuqcZlwAYD5N0/UAtAIwnaIoZyX0SxDlLicqnjFIAEWLz6GHL+B2q2FI/xLy/89FIuQlJpdZlLbz6A/z3p1Yj4MWSN5G7Ld6t9KCBADkxCTgq89rpfUnSepbf6kL+kwMW7owNyqBLhTg3aL1CN53Ru5nEuIpHChomo6jafrNf/+eCeAzAHKEkqgWOHzZzpzmJ6XgbtuRuNGkP644dsN541a4YNoG5wxccbv1cESevVnUL4+HDhe3w2nGaFb9GrZoKPbzwowsxFyVfLJdHnxdLURdvKvUPsWiqKJT3HJynDqyqA8ZfVq1S6H8U0RZSl2joCjKFkATAC/EXJtEUdQriqJeJSUlKfOxBCE3TWtzqJkZy3RPQUo60t59QVZwJApSSmc89Rk2Bx/+2AoA4PD5aL5tGUw6t5Tan4qBHqyH9xL/rLQMhTPZlkJRSH7xAXlx5f930NStFThcdunVxdFxskPTTZIrDUqSExmLpAp4Y6pJlBYoKIrSAnAewByapjO+v07T9F6appvTNN3c2Fi2v5gEUV5youORl5DM3FAGn1buQPLL/x+ma7V/NdTNxdd84KiqoM2xfyRWaVM10gdXXXnZUs17d0LS44pZH6w75xfF+5j9Czrd3AfTLq1luq9kACcUp5RAQVEUH0VB4jhN0xeU0SdBfBOYEIl55zaj7b8T0XHjVKy+eQiJGcrZ4RK874zE3EWKCNp5svjfteyt4O57Dk4zRoOvowUAoHg8WA/tge5PTsK8p+S05jwNdeg3lWNn2HczNhSPh9qThkOnjq3sfcnB1qM/anVrq5S+zHt0QBevw1DRZ1+kSNPWArkJX/Fh+RZctnPDac3GuOrkDr81u2U65EgUUcauJwrAEQApNE3PYXMP2fVEsLX1/mnMPbcFIrr0D3NNVXWcn7QW7s6tFOr/0YBpiL58T6E+xNGt74jen66V+VxUWIiC1AzwtDVZ13p+u/AffP73gFzj0Ha0Re0pw2EzvDeSX7zHk1ELIKqgBHuqRvqoO28snH+bpJQ0LS+n/8lqe7CKgS5cVs2B3187kStmik3LwRpdH3pCw7KWwmNiI/HxKwRu80TCQ1+ApmHSoQWcZoyCaWfZ/9+tzrue2gLwAOBGUdS7//4RP+FKEDK45fcMs89uKhMkACA7PxeD9vyGsK/sE9CJIyl/k6IklT7l8PlQMzFkHSQAQK+R+AOLbGQGhUPdzATp/sHwGTanwoIEAOR/TcX73zfizby1Sumv7twxxW9k0hSkpOPVtD/FBgkAyAqJxLNfFillTEz81u6BV4dRiDx7C/lJKcj/moqoC3dwz+2X4rWs6kAZu558aJqmaJp2oWm68X//3FDG4Iiabf3d41Kv5xTkYae37Ie6SpJlC6tM/fZor7S+rAZ2A1+B2tDBu0/hw7Ityl0Ul0HAlqPICFS8mqF2bRt0urVf4nqPLBLuP0fap0CF+5Em/v4zvP99o8Trn1buQOxN73Idg7KQk9lElZSdn4v7gcw7V658kH6imYnN8F5Kn4Lgqqmi9pQRSuuPp6EOl5Wz5L4/9UMAkl+wS+Uu6U1IITSNkP1nldKVcesm6B9+H21Pb4LDpGHgqMn/RpjwsGylQWUK3OrJ2CaARZuqgAQKokrKFxSwSiOdW6jYVApXVQWdbuwFV4M5UR7FYqsnV00VbU9thJatcute15npgebbl0PVUHpdDHE4LH/483W00HzHHzJlf2UrKzRaaX1x+HzYDOsFO4/+EOUpcBCxnNOUx99/ztgm4R5zm6qABAqiStLX0IGlPvMUg4uF4jmL9BrWgaoR8w9gWiiE5aBuxWnGwaGgZmYMdQtT6NRzQN3549Dr0zVY9peeMVdeFv3coGEr+1lWIctT3aomhng1dQVoofJ3gfF1mdcWZCXIzFbofpP25bwmLGIORNWlpgYphUpUSRRFYXK7AVh2da/UdlM6DFTK8+hCAat2rY/8DbpQgNyEr1A11IeasYFSns9EkJ2D+13GIDMoXPZ7M7OhaWeJ7DDp3+qzgiPkGxwLNiN6K71P7RKFomRl3LYp9BvXU+JoyjJq0wTxd6UnNjRq3bhcx6As5I2CqLLmdhmJllKyy3q07IneDZSzV5/NziIteyvwtTShoq8L3boOFRYkACDM87JcQaIYTYOjIn86d4rHhWlX2Q69fcNRU0W6f7DS04FrO1jD1E32LaYaVmZo7fmPUscijtOMUUppUxWQQEFUWZqq6vCavQ0Luo6Cgeb/d/3YGpphw+BZOPzzMqWVUWVTkpNNm/ISfvwqcyMpClIz0PHaHmjalV47oXg8Vt+saYEQdr8MlKt2tSgvH2/mrMHTUQuUPtXSdNNiqVtmDVs2gqqRPgBA3cwY9X+fAveX56Blx5wBWFGW/brAaaaHxOsOE4fBZlj1OEmg8IE7eZADd4Ss8grzEZwYDS6HgzqmNuAokGxOHJqm8XzMbwg7eknsdZMOLdD5zkFwy+nchTTpn0Nwq9lAiZXe2NB2skXfgNugRSLE3fFBun8IeJrqsOjbGf5r9yJw+zHGPlruXwXTzq3gM2IuUl5+LHVNr6ETavXsgC//7JfaR5sTG2A7so/cvw9xUj98wdsF/yDe62nxArWGtTmcF02A07Sib+y0SARKyf/PsBVx5gYCtx0rzj9l2KoxnGaMgt2ofjL3VVkH7sgaBVEtqPFV0cDCgbmhnCiKQqvD62DQrD4Cth0rnq9Xq2WM2hOHov7vU2QKEtkRMQjadRIxVx9AmJcPvUZ14Th1JMxkTGuR/Ooj7nXyUChIAEVpzwGA4nBg3qMDzHt0KL6mYWnKqg8NKzNo2Vuhh+85fH3+DgkPXgA0DeN2zWDSoQVutRjM2EfQzhNKDxT6LnXhducgskKjkBkcAZ62JoxaNioVGCorSACAzbBesBnWCyKBoGgKkF+5FR3lQd4oCOI7NE0jOywaIqEQWrYWMv/Fjr39GI8HzYQwp2wZT4eJw+C6ZyXrKbPr9Xsj3T9Ypud/j6uuhlZH1sFmaE+x13NiE3DZxg20QPKCvoa1OfqFeoHD5SIzJBKpb/3B4fNg0tEVKv8dBjzJc2Y81MfVUMfw7Hfy/2ZquOqcwoMgfigURUHL3go6jrYyB4nc+CT4DJ4lNkgAQMi+MwjcIf3E+TcJD1/IFCQ07cWf3RDm5uHJsDl4PnZx8YKySChEos8rxFx/CEFmNurNHyu178br5iMnMhYPeozHVcfu8Bk6G48GTMdFiw54OWMlhHn5rA7ryVr/g6gayH81glCi4H1nIMjOkdomcKsnnKaPYnyrSHntx/q5PE119Hh1AZesOkKYLT5IhR6+AN36tcHVUIP/un3IiYorvmbUrhlqTx6OiJPXUZiRVfy5urkJGv/zK0zaN8ftlkORG5tYqk9hTi6CdhxHVnAEzHt2QPQlL6njNO8lOVMuUXWRQEEQ/0n3D0bANk9EX/KCIDMHKoZ6MO/TCY3XzIOKrjarPuJuMacUyQwKR1ZIJLRr20htJ8u3b92GdfBh2WaJQeKbT6t2oTCrKavXAAAgAElEQVQ9s8znX31eI+3tZ3S4tht5cUkoSEmHhrUZzHt2AIfHg++U5WWCRElxt33g8tecoky8EqazKQ4HdWb/zPr3RFQdZOqJIACEn7qOG437I3j3KeTFf4UgOwc5kbEI3nkC541aIcxT/G6o70mrfV2SSMp6wDdmPdqzLgVq3rM9gnadYmwnLkh8I8jOwcelm2E7sg+cpo+CZV83cHg8CPPyWW3P/frsLZptWSJ2zBSXixZ7VsKoZSPGfoiqhwQKosbLCArH858XSjydTQsEePbLb4i99YixLwMJta9LUjXUY7WPX8fJjtVUjZl7O6S+/6KUAkxJT96UWRfJS0yGIEv6dBoApH0IKKqb8d0bhbajDbo/P4PaE4YqPD6icpBAQdR4QTtPQMSUwoOm4bdqF2NfjlNHMr4F2I8fwnqrbesj6yRWuKO4HDjN9EBrz38Rc+UBq/7Y+P4EOJsaEACQE5NQat3j//1F4P3iDdUmrxFRFgkURI0X7/WMVbukJ2+QHSm9UJJefUc0Xjdf4nVDVxc0WDaN9dhUDfXR/ekptDq8DiadXKHtaAP9xvVQf8kUDPr6As23LoUgO0fq1lZZ8bQ1S/1a2nRVKVICQbzX06IDcUS1RBaziRpPlh+yBakZ0GRIY+G8cCJ06tjh84ZDSHpcdF5I3cIUtScOQ70F48DT1JBpfFxVFdj/MhD2v4hPgKhqpA+OCh+igkKp/XDUVBkr3KmbGZfJqprg/VKm8UoSeviCzAcOiaqBBAqixjNq1RgZX0IZ21E8HutTzJb9u8Kyf1cUpGdClF8AFUM9cFjUs5AHX0sTVoPdEXGybI3ukppuWoyALZ7I/BIisU3dBePLnh1RUjK/PAmlScUpSM9E1PnbyI1Lgrq5CawHu7OeAiOUjwQKosZznDYSoYcvMLazGtgVqob6MvXNdlutohosm4bY6w9LnYEoSdPOEn6rdiE3JkF8BxSFer+OR715ZQ/eGbVpUrTuouAag1otY1btPq3aCf91+0qdR3k9axXqL56M+r9PUWgMhHzIGgVR4xm2cIHLX7OltuHpaqOhAuVIy5tuPQe43TsMXefvCjlRFPRc6iA7LFpikDDv3Ql9g+6gyd+/ir2u42QHs+7Sp4zYpDC3+2UAY5uPf+3Ah2VbyhxaFGTl4P2STfBbu4exD0L5SK4ngvhP5PnbeD1nDXKj40t9btiqMVruXQm9hnUqaWSySfD2Reobf3BU+DDp0Bx324+SuiCtamyAAdHe4KpI3omVEx2Pu+1/QnZ4TJlrPG1NNFo7D2/nroOoUPw6iWnnlnC7d0TqafSCtAxctOggMf0JAPC0NDAw9jH42jVzGopkj/3B0TQN76A3iElLgpGWHrrUaQ4el/zxVyXWg91hPdgdufFJRTt0KAr6LnWqTYD4xrSjK0w7ugIoWkBm2rWUn5QC38nLYdKhBSz7uYmdXtOwrAV333MI2HIEIQfOIy8+CTwtDdiO6ou688ZCx8kOWraW8J20rPQJboqC1eDuaHVwDWPKksizt6QGCaDozSLq/B3YjxkktR2hXOQnVQW48PYBFl7cgZCk/5eiNNc1xh+9x2NSe+bXcaJiqdcyht3o/pU9DKXIEvMGIE7Y4YsIO3wRr9RUUXvycDRZvwgcXukfD2rGBmi0ai4arZoLYUFBmTcQi96d0D/iAWKuPkC6XxC4GuqwGtAVWvbsigTlxklOEVK6HftFcUI5SKCQkUAoAIfisC6cc+a1F0YcWFbmsFFsehImn1iHrPwczOv6U3kMlSCgoq/D3KgEYV4+ArYcRUFaJlofXiexnaRpKg6PB6uB3WA1sJtMzwUAdTMTVu3UahnJ3DehGLKYzYJQJMQ+n0tosvpn8Ge0A39GO7hvnY1bftIPagmEAsw7t0XqidRlV/ciPVf8ThWCUJT10B6geLJ/Hww7chFpnwLLYUSSWQ/tAa6GutQ2PC0NWA92r6AREd+QQMFAKBJi2L4lmHR8Hd5FF/3FEdEi3Pn8Aj23z8W620cl3nvb/wVi0qS/JucU5OGE722ljpkgvtEwN4XDhCFy3Rt6iHnLsDKp6OnAedEEqW3qL55MzlNUAjL1xGCn93lcePdQ4vXFl3bCrU4zuNqWzccTliw93YOs7YgfjzC/AJFnbiD6yn0I8wqg71IHtScNg6aNhdKe0XzrUqT7BSHp8WuZ7sv5bvdXRWi4fAYAwP/v/aUWtnmaGnBePImco6gkJFAw2OF9nrHNTu/zYgOFvga7w1YGmroyj4uo/tL9g/Gg50TklMgfFXvtAfzX7UXjvxeg3oLxSnkOh8+HcdtmMgcKNRNDpTxfVg2Xz0CdWT8j8txt5MUnQd3MGNZDe5I3iUpEAoUUX7PSEJAQwdjuScgHsZ/3bdgeWqoayMqXnKKZQ3EwvFlXucdIVE+FWdm4332c2ENwtEiEt7/+Aw1rM9gM66WU5/G0ZMsvBQC2Hux3fmWFRyN4z2kk+34AxePBzL0dHMYOgoq+fF+CVPR0SFryKoSsUUjBYVk0RtL+cB11TcxxGy713tGuPWBnJD3JHPHjCfe8LDmdxn/81+1T2vOsBneXqb1F384wcnVh1TZo90lcrd0d/uv2IuH+c8Tf8cHb+etw2a4LEh48l2e4RBVDAoUUBpq6aGTpyNjOrY7kg5Ir+07C7M7DwaHK/lGPbN4de0f9ptAYieop8vwdxjapb/2RFRbFuk+appHw8AVCDp5D1IU7EJSY49et6wDL/l2YO6Eo2IzojbanNrF6ZtzdJ3g57U/QwrKV/QrTM+Hdfxpjanai6iNTTwxmdhqKCcfWSLzOoTiY3nGwxOsURWHzsLmY02U4jjy7gei0RBhr6WN0yx5wNrMrjyET1QCbinGytIu54Y03c9aUKjrE19NB3Xlj0GDpNFAUhdZH/8GjAdOQ8OBFmfu1nexg59EPNiP7QNvBmtUzAYitaFdq/JnZCNp9Co3XzGPdJ1H1kFxPLEw6vhb7fC6X+ZxDcbD7p4WY2I6criZk8+yXRQg7Kr0ON1ddDYPinzAu4sbefgzvPlMk1tWoO28smm4oenOlaRoJ958jzPMy8hKToWFZC/ZjB8G4dROZfw+FWdk4q9OMMausTl179Pl8U+b+ibKqda4niqJ6ANgCgAtgP03Tko90VkN7Ry1GnwZtscP7PF5GfAaPw0WP+q0wq/MwNLepV9nDI6qh2pOHMwYKm+G9WO30eTv/b6nFlwI2H4HTzNHQsrUERVGo1aU1anVpLfOYvyfMy2eVelyQk6fws4jKpXCgoCiKC2AHgG4AogG8pCjqCk3T/or2XZX0a9QB/Rp1qOxhED8I4zZN4TBxGEL2nRF7XcOyFmPqcwD4+uI90v2CpLahRSKEHroAlz+VmyZd1UAP6mbGjLmXdOvXlnqdqPqUsZjtCiCYpulQmqYLAJwCUC0zqtE0jaDESHyOC0N+YUFlD4f4wbnuWYnGfy+Auvn/cxxx+HxYD+2Bbk9OQsOyFmMf2RHskv5lRyh/QZnicOAwcRhjO8cpI5T+bKJiKWPqyQJAya0Z0QBaft+IoqhJACYBgLU1+8WyikDTNLY9OIOtD88WZ3g10tLDiOZdYWNghuTsdJjpGGJE824w0TGo5NESPwqKoqA/eSBqj+wItdAk6NA86NRzgLop+6R3qgZ67NoZsmsnq3oLxiHmyn2kvvss9rr18F6w6OtWLs8mKo7Ci9kURQ0F4E7T9IT/fu0BwJWm6ZmS7qlqi9njPVfj4NOrjO1UeHzMdRuBtQOmMebWJwhpHga+xl83DuF+QNHfAx6HiwGNO+LPPhNl2g0nEghw2aZz6RoQYvR4fQEGTctmD1CGgvRMvF+yCWFHL0GQmQ0AUDc3gdP0Uai3aGK51QqviarzYnY0gJIJ5y0BVJuN07f8nrEKEgBQICjE33c8weVwsLr/1HIeGcHWl/hwfIwJgRpfBZ2dmkFLTfZTyBXp4ruHGLZvCQSi/589EIiEOPfmPu5+9sX9OdvR1Louq744PB4aLJ2Kl9P+lNjGom/ncgsSQFFd8Bbbl6PxuvnI+BIKDo8H3QaOZepZENWXMt4oeAACAXQBEAPgJYCfaJr2k3RPVXqj6L/rV1z58Fime9T4qohZe4XkaKpk/nFhmH7qXzwMfFP8mY6aJia3H4A1/adWyQqCuQV5sFjcD6k5GRLbNLWqg9e/H5GpX791e/FxxTaI8kuvrVkO7IY2nv+Ap1m1gyfBTrV9o6BpWkBR1AwAt1G0PfagtCBR1XyICZb5nrzCfGx7cBZ/9JGeEpkoP4EJkeiwYQqSs9NLfZ6Rl41/7x5HeHI8zkxcXUmjk+z0ay+pQQIA3kQF4GW4P1rYOrPut/5vk+AwYQjCPa8gKzQKfF0t2IzoDb0GThLvoWka0Ze8ELT7FNI/BYKrpgqL/l1QZ8Zo1lXpiJpBKV+5aJq+AeCGMvqqaKo8yQXlpVlxfT+ufXqCP/tMRK8GbZQ8KvaehLxHcGI0dNW10N25JTRU1CptLBVp2dU9ZYJESWff3MPDwEHo5NSsAkfF7H00uy8m76ODZAoUAKBmZIC6c8ewaisSCvF01AJEni791zZg02EE7zmN9he2wdy9vUzPJ35cVe/dvIL1bdiOVYZYcV5FfEbfnQvgOeYP/ORasVW37n15iVlnNsI/Lqz4Mz11bcztMgLLeo2Tutj+OS4Mm++fxrm395GVn4u6pjaY1G4AxrftCzW+akUMXyEp2em4+M6bsd0+n8tVLlCo8dl9MVFl2U5en/89UCZIfCPMyYXP4FnoF+pVaanGiaqlxicFnNZxsELfwkW0CNNPrUdOQcWdPn0Q8Bo9t88tFSQAIC03E39c24c5ZyUndLvl9wzN1o7BXp9LSMnOQIGgEB9igjHj9Hp03TIT2fm5Eu+tKqJSE1EolHwS+ZvQr1VvT0Xfhu0Y26jw+Ojh3KrcxiASCBC4/ZjUNoLsHIQcOFduYyCqlxofKOyMzHFu4hqFgkVabiZOv/JS4qikm39+i9QflFsfnIH90kFYf/c4MvOyiz9Py8nE0H1LkFuYL/a+JyEf8NulHcW/jkyJxy2/Z/AOfIMCQaHyfgMK0lNnV8CGbbuK1MbBBa3tG0pt4+HaA8ba+uU2howvoYwpzgEg/u6TchsDUb3U+EABAD0btEHwynP4s89EtLFvCFdbZ7Sv3Qg6apqs+/j+2315eRsVgLdRzEXvw5Jj8euFbWi7fhKSs4rm8g8/uy61iBIAHHl+A++jgtBnx3zYLR2EntvnotOmabD6vR9W3TgIkUiklN+HImwMzdBSTEXB741o3q0CRiO785PWooG5g9hr3eu1xLbh88v1+bSgbEpwse2Elf/fmqgaavwaxTdmukZY3ns8lvceD5qm4fXFF54vbsEn+B3CkuMY79dUrZhF5DAZp1M+xoRg2ql/cHrCangHvWVsn5mXA7fN05Hy3c6cxMxULLu6F2HJcTjgsUSmMYiTX1iAs2/uwfPFLSRmpsJczwhjWvXGwMYd8Sk2FPt8LiM4qWiRfnizLujfqEOp7a5Le41Fv12/QtL2bkcTKwxvXjUrB5rpGuHVb4dw9s09HPe9ja/Z6bDWN8X4tv3Qw7kVOJzy/f6mXccOKvq6KEiVvBkAAAxbNSrXcRDVB0kz/p2U7HT03bkAT0M/ynTfuyWerIocyev8m/vY+vAsfILfQSTjfzMeh4uI1Zcw/dR6XHrPvAjM5PnC/Whp10Du+5MyU9F962y8iy77ZmSqY4CEjJQynzcwd8CtmZtgoff/vEgHn17FjFPry0ylNbRwwNWp62FjaCb3GH90b+avw5eNhyRep7hc9A28TbbJVjHV9hzFj2bw3sUyBwl351blGiTmnduMTfdOyX2/QCTEk5APaF+7kVICxZ7HlxQKFCMOLBMbJACIDRIA8Ck2BH13LsDrxUeKd3SNa9MXAxp1wJHnN/AhJhjqfFX0c2kPd+dWJMUKg4Z/zkSSz2sk+4qp905RaL59GQkSRDESKEp4Fvqx1ClfNtrYN8TJcSvlel7Y11jsenQej4LeAQA6ODbGlPaDYG9sUdzm6ofHCgWJb2jQGNu6D/64tp9xnYJJYGKk3Pe+iwoszm8kq7dRgbjz+QXcS+wIMtDUxdwuI+UeT03F19JEl/tHELDlKIL2nEZOZCwoDge13Nuh3vxxSqlXQfw4SKAo4dyb+6zaGWjqoLaxJRZ1/xkDGnWQa05596MLmH5qPUT0/xcMX4T7YdO9UzjgsQQ/t+oFANjhfV7mvr/H43DR1sEF+po6ODX+Lwzeuxj5grJp1BtbOeEdi4VybVX500Fc++gj970AcOHtw1KBojrLystBvqAQ+hra5b4uIQ5PUwP1f58C58WTUZiRBa6qCrhqVf8cDVHxyK6nEjJZftNOyc6Ab7g/Jhxbgxt+T2V+zoxT/2LqyX9KBYlvBCIhxhxZiTp/DMPgPb/BW8Y3HHEGNO5YPLffu2FbvPrtEMa36QtddS1wOVw4m9lhy9C5eLpgLxpbSk758E1MehIG7VmEg0+vIlfG8yP5Cm6zzS6o+uc8mNzye4aum2dAe64bjH51h83SAfjrxsFKO8NCURRUdLVJkCAkIovZJWzwOo4F57fJdI8Kjw+f+XtYp1vYfO8U5p7bLM/wJOJxuNBQUUNGiTMT3zib2eHh3J2s9+Wfee2F4fuXsn62ma4RbkzfiMZWzAEGKFqUH7Lvd9b9f29Vv8lY0nOs3PdXtq33T2O2hAORLWyccX/O9iqf/ZaoPJW1mE3eKEr4uWUvmXM/FQgKse72UVZt8wrzseqm5J0m8upStwVeLz6MGZ2GwFBTFxyKg9rGllg3YBqe/bofBpo6uPTOG313zkfDv0ah48ap2P3oArLyyr5BDWvWFRuHzAaPw66GQFz6V/TYPgfJWWm47f8cm++dwn6fy0iUsCjdv1EHmOsay/X75HN5GN+mn1z3VgVBiZGYI+VLwssIf/xxbV8Fjogg2CFvFN/ZdO8k5p3bItM9XA4X6Ru9oKmqLrXdxXcPMWjPb4oMT6zr0zdKTEyYW5CH/rsX4u5n3zLX7I0scG/ONtgampe5FpOWiP0+V/AxNgQPA99ITcAHAPoa2kjNySz+tQqPjzGtemPrsHll8hbd/fwCfXf+KnadRJr1g2diftdRMt1TlbDZvaavoYOYtVegXkOSOxKyIW8UVcTcLiMxsZ1sJb+FIqHYaZ/vJWamyjssiZb2HCs1e+2cs5vFBgkACP0ag/67Foo9tGahZ4I/+kzAlmFzGYMEgFJBAih609rrcwk/HVxepm23ei3xaP4u9GnYFhyq6H9BHoeLwU064/yktejd4P+fA0C9WrY4NnZFtQ4SAOAb7s/YJjUnA8H/leMliKqC7HoSQ03G6ScdNU0YsihiZKEn35RLSTwOF9pqmmhfuxFmdhqKrvVcJbZNzkrHkefSs79/iAmG1xdfdKtXVOa8UCiAQCgo/kabna9YssML7x7iWejHMvmNXG3r4+q0DUjOSsfXrDSYaOtDX1MHADCoSWdEpyYi7GssdNU14VKOZ1QqEtvpPC7LdgRRUUigEIMvY2U0j5Y9ocLjM7Zzd24FM10jxKV/lXdoEIiEuDNrC5rb1GNsey/gJavpnesfn4KmgY33TuLO5xegaRp1TG0wtcMg/NKqF7RUNRQ6e3Ho2TWJifAMtXRhqFU2yFrqm8BS30TMHdVX93otGdOo2BjUQl1TmwoaEUGw88NMPXkHvsHQfb/DdGFP1FrUC8P3L4FP8Du5+pJln76OmiZ+c/+ZVVs+l4c1/afINaaS2B5YY5vx9WWEP9y3zcZt/+fF01ABCRGYc3YThu77HSMVTK4Xk5ak0P0/iglt+0GL4QzKzM5DK+VMBUFI80P8H7ny+gF02jQN597cR2JmKhIyUnDm9T203zAFf7PckVRSt3quMNE2YNU2Iy8bj/77lphfWICTL+9g6eXdWHPzsNiMsmNa98EBjyUw1pI/jTTbDQhNrOqwaictZYnXl5fQ19CBrQJ5k0zKMWV2dWKiY4Dzk9ZK3PTg0bIn5rqRU+ZE1VPtp55u+T2TuqXwt0s70dKuvkyVziiKQs/6rRjn97/58/oBqPFVMOXEP0jK+v+C9ZIru9GnYVt4jlkBPQ3t4s/HtemL0a49cPXDY3i+uInLHx6zHhsAtLRjTrENAEZautBUVZd6kEuFy0eBUPqbx4GnV2CmU7bSmaGmLlR4fMapNA/XnqzGWxN0d26JT8uOY9ejC7j8/jFyC/PhYuGAKe0HoVeDNiRHFVElVfs3ii33TzO22frgjMz9OpvZsW4bmBiJYfuWlAoS31z7+AR9ds4vU8dBhcfH4KZuCJAjb1J6btEOK5FIhGsffdBv5wLUXTEcruvG4Z87nsX1J/rvWig1SHAoCuZ6RozPS85Ox6e40DKfZ+bnYHrHwaV2KIkz68xGnHx5h/E5NYWtoTn+HjgDX1acRsTqS7g6bQN6N2xLggRRZVX7QHE/8DVjm3tfZD+zMdq1B+tdKgAgFJOO45snIR9wy/95mc9pmkZAguyB4kWYHwqFAgzZtxh9dy7A1Y8+CEiIwMsIfyy6uAP1/xqJ/T6X8SLcT2o/Gnw16KnJXwWuQFCII89vYGG3UVIrBPrFheKng8uxWQnJDQmCqHjVPlCwqbgma/0GADDXM8a8rsqbLz4qZhqLoihoqkg/pCcOl8PBH1f34eI78SnDEzJSMOcsc5qQrIJc2BuXPWwni6DEKKy748mqZvjCi9uRkJGs0PMIgqh41T5QtGJRF6G1vXy1E9YNmI6hTd3kuvd7kg7bDWnaWea+Ojk2we7HF6W2YZs8r5NTM1Zbe5WhUCjAwafXKuRZBEEoT7UPFNM7DlFKG3EoikIHxyZy3fs9M11D3PJ7hgNPruDK+0fFW1fnuo2QKb9UU6s64HC4SP2uVKm8Ojg2geeYP2Q+OyKviqotThCE8lT7XU8jWnSD1xdfHHh6Vez16R2HoH+jDnL3r6xcWHc+++JEiQVdE219LOs1DjM6DcXZiasx8uByxjTTdobmODdpLevCQRyKkjrt1squARpZOqKRpSPqm9lj28OzuPrxMXIL8lGvli2GN+sqMdOpvJjyYREEUfVU+0ABAPs9lqCTU1Nse3i2OJ9Oa/uGmNlpKIY0dcPvl3bhmO8tZOXnwEBTF7M6D8W0DoPBY/Etmu0bBZ/LQ6FQIPH616y0Ur9OzEzFzNMbkFuQj1+7j0bk6ks49OwaHge/h1AkgjpfFWFfYxCXkQxjLX14tOyBcW36Qk9DG2p8FfA4XAhEQqlj6tWgrcRCQRoqatg8dG7xr420dCEQCpCanYncwnw8Df2IxMxUNDC3x6fYsjue5KWnroXcgjyS9I4gqpEfLntsfmFBUSEWHh/+cWFosW6s2IXWWjoGeL/kGEx0mA/WtV8/GT4h76W20dfQhlAkKpUckEtxwOFwpAYQDRU1xK67Bl112XYfDdmzGOffPZDa5vH83YhOTcKqm4fgJ2Z7q7muMSa164+xbfrAbfMMhEhIRmehZ6zU09X6GjpY2XciZnQaqrQ+CaImINljlUSVrwIVHh8FgkK0/meCxN048RkpaLdhMqs+Pcf+AWuDWlLbpOZklskgK6RFUoMEAOQU5Ml1xqBd7UaMbXY/vogRLbrh0/ITGNi4Y5nrselJWHF9P1r9M0FikACKUnC0ZrFpgK3UnAzMPL0BO73PKa1PgiDKzw8XKL45+PQKY+rvoMQovAj7xNiXraE5Xi46iKU9xyolA+z3IlLiZb7nCovT3Gde30N2fi5ufHoqcSstAFZJCp+x+HOS1fKr+5BXmK/0fgmCUK4fNlDsfyJ+cft7e30us2pnomOAv/pNhueYFQqMSjwDDR2Z72FTs6BQKEBydjp2PTovz7DKXXJ2Oq59fFLZwyAIgsEPGyhyC9h9U81kUXCopEcMaaLlMUSOsxpsM8MKhAK8jQqUuf+KEksyyxJElffDBor65uxyNbE5sFdSnJJPFuupa8HOSPbT0brqmqzaJWdnQIVbMQfq5GHKYjMBQRCV64cNFCv6TGRsw+fyMKXDINZ9FgoFSMliLgsqi+W9xsl1n5OpNat2+hra6N1QcqlUNrTkPPvAlOJOT10b/Vzay9U3QRAVR6FAQVHUvxRFfaEo6gNFURcpitJT1sAU5Wxmh1Et3KW2+XfQDKnJ7ErKK8xHj21zcPbtfWUMDwDgVqc5psu5RXRUix6MbZrb1ENtEyvM6DhUptPfJZlo6+Pq1PUy1ZSgKAr9G3XA1I7Sg/DSXmPIeQqCqAYUOkdBUVR3APdpmhZQFPU3ANA0vYjpvvI8R/G93y7uwNYHZ5BbYneNgYYO1g+ehbFt+rDuZ8Duhbj8/pFcY2hmXReJmamISk0AUDTdMqndACzpMQaqfPl+gBcKBaj/50gEJUVJbGOkpYumVnUxrk0fUBQHPx/+k1Vp1JKuT9+AXg3a4k3kF/TeMR/x3029cSgO1g2YChtDM/jFhkFDRRUDGnVEnVo2EIlEWHRxB7Y+PFNqTUVTVR1Le45lXRmQIIgilXWOQmkH7iiKGghgCE3To5jaVmSgAIoyzN72f47I1AQ0tnRESxnXJU6/uosRB5bJ9ez6Znb4sPQ4aNAITowGDRoOxpZKya3UaeNUxhrM37RzaITdPy3Ccd/buPP5BfIFBfCLDQMN6f/9R7m649jYPwEUnfk47nsL1z4+QYGgEI2tnDC5/QDYGkpfY0nMSMGZN/eQlJkGS31jDGvWVeYDhgRBVF6gUGYKj3EAJFYRoihqEoBJAGBtzW5+XVk4HA56NpBvnp6maSy8uEPuZzuaWBfXQK5Ty0bufr4XnBiFRzLUBPcJeY9VNw7hl9a9kJGXjZi0RFapOcKT44r/XUNFDRPbDcDEdgNkGquJjkGZU9gikYjUhiaIaoIxUFAU5QVA3LHkJTRNXyUMDFkAACAASURBVP6vzRIAAgDHJfVD0/ReAHuBojcKuUZbCZ6GfkCkHAfivmlqza5utax8w/1lTlh46vVdnHp9V6Z75DnjIUlmXjZ2eJ/HPp/LCP0aAy1VDQxt6oZ5XUaigYWD0p4Tn56M/U8u42noR3AoDrrUbY6xrfuUKkdLEAR7jIGCpumu0q5TFPULgD4AutCVkTiqnCmS44jP5WFC235KHM3/8bjsq+8p4ieGDQFspWZnoPPm6XgfHVT8WVZ+Dg49u4aTr+7i0pS/4e7cSuHnnHx5B2OO/lVqTeT6pydYcW0/zk9ai671XBV+BkHUNIrueuoBYBGAfjRN5yhnSIp7FxWIGafWo+/O+fjl8Erc8nsmd7pwYy32u31KoigK24cvgJkuc01qeXRybFruBYcamDtgsByFlcSZc3ZzqSBRUl5hPvrvWohrH3wUSuv+LPQjPA7/KfYwYkZeNgbsWSQ1pxVBEOIpOkm8HYA2gLsURb2jKGq3EsYkN6FIiHFHV6HJmp+xw/scrn18gqMvbqDn9rlou34SkuU4A9HRsQlsGBICAkW7f77p5NQUN6ZvxKT2ss3ly8JExwAjmnUrt/5dbZ1xZ9YWpSy6J2Wm4vRrL6lt8gUF6LtrAZxXjsDriC9yPWeD1wkIpaRez87PxfaHJBEhQcjqh0ozvvjSTqy7fVTi9c5OzXB/bumF6UKhABQgtTbFkWfXMeboXxKvd6/XEpen/oP4jGRoqWrASKtijpNk5mXDfetspSXsG960C8z1jTGgUUelVfYDgBufnqL3jnms2+uqa+HFwgMyLf6LRCKozmzPWKPD2qAWIlZfYt0vQVQlJM24grLycrCDIW31g8DX8A33g0gkwsGnV9FszS9QmdEOKjPbw23TdInnJH5p3Rs7RiyAtppGqc85FAe/tOqFK1P/hRpfFbaG5hUWJABAW01TqYvAhtp62DhkjlKDBMB8Qvt76blZWHdHcsAXJ19QwBgkADBWESQIoqwf5o3i/Jv7GLLvd8Z2C7qOQnRaIk69Er/7Z2nPsfirn/g6FZl52Tjz+h5Cv8ZAT10bQ5u5MZ4hKE8vw/3h+rd8KUDEoSgKgSvOwMHYEhQl6493yVKzM2CxuG+pQ49M1PmqSN1wV6YDiXZLB5bazitOO4dGeLxgD+s+CaIq+RHOUZQ7gVCA1JxMaKqql0m9kcXym+LLCH+ph9RW3TyErnVboKNT0zLXtNU0Mb6cdjHJY6+PcqdQaJqG4x9DweNw0cmxKRpZOSI6NREFwkI0saqDCW37ybU4r6+pg9Ete2Afy5TuAJBbmI+03EyY8g1Z3zO5/UAsvrRTapspHQay7o8giCLVIlB8zUrDP3c8cfDpNSRnp4PL4aJ3gzZY1N0DbRxcAAB1Wc5nf44PY2yz3fuc2EBRnhIykrHT+wKO+d7C16w0WOqbYGzrPpjUbgB0JGSK/RIfUS5jEYiE8Ap4Ca+Al8WfXXznjZXXD2Db8PkyJVL8ZsPgWfgYE4LnLNdT1Pmq0FNnd+4hOz8Xx31v4/6XV9BS1UBWvvgNeLrqWmhk6ch6zARBFKnyU0/x6clov2Gy2EI9PA4Xx8f9iWHNio56NF7tIXELJgBwORwIRSLGZ5rrGiNmHbvCR8rwOS4MXbbMFFtprm4tGzyYsxO1dMt+s+61fS5u+j2riCEWoygKV6euR++GbWW+N68wH4eeXsOaW0cQnZYote2Y1r1x6GfmtCl+saFw3zab9XkXE219vPztEGNpW4KoishitgSzz26UWM1NIBJi7NFVSM3OAADsGLEA6nxViX2xCRIAwOFInp8XiUS4/vEJRuxfii6bZ+Dnw3/i/hf511tomsbgvYslliP9Eh+BcZ6rxF4b3EQ5ZxxkQdO01J1l0qjxVTG142B8WXEazmaS64Xoqmvht+7MCQNzC/LQY/scmQ5FJmam4t+7x1i3JwiiigeKuPSvuPD2odQ2OQV5OPz8OgCgrUMjPJi7Ax2/27VTx9RapvMAXeqID9hpOZnouHEq+uycj9OvvXA/4BU8X9xEly0z0GfH/FL1n4UiIS6/f4RlV/bgz2v7Jdbm9vrii8/x4VLHc8v/OYISI8t8/lOL7oxnPFrZNUArW9mSIDLxCXmP+HT5CzhpqqrDa/Y2dHZqVuaak4k17s7aympr7ImXdxCdKv3NRJyjz29KPW9BEERpVXqN4m1UIKstj77h/sX/3tKuAR7O24XgxChEpMTDQFMHH2NC8MuRlayeyaE4ZRLYfeNxeAV8Qt6LvXb90xNMP7UeBzyW4HHQO4w+vKJUjqgV1/ejjX1DnJ6wGpb6JsWfPwh4wzgmmqbxIOANHE1KJ1NUV1HDnVlb0XP7XIR+jfnu90Hh9x5j8Fe/yYhKSUDdFcOQI8OuIyZF6wDsF5q/Z6ZrhPtzd+BDdBBu+7+AQCREC5t66FK3BesdV/Kmfc/Iy0ZGbjb0NZWXx4ogfmRVOlDwOOzyGYlrV9vECrVNrAAAPsHif7iLs3XYPDS3qVfmc/+4MFz7+ETqvZ4vbmK0qzv67vpV7H79p6Ef0WXzDLxefBha/53JENHspsMkpQN3MrXGlxWncf7NA1x6743cwnw0MLfHpHYDYGNoBgCwMjDFuyWecFoxjNWzmGipasBcz1gpfblYOsJFzgVmWbbblqTOVy3+8ycIglmVDhSt7RtAW00DmXnS00h1d24p9bqDsSWr5/3m/jOmdxoi9trFdw8Z7y8UCvDbxZ1SD3UFJkbC88VNTO04GADQrnYj/H3Hk7HvtvYuEq/xuTyMaNENI1pITulR28QK+ho6SM3JYHwWkyFNO7OuDFieGpg7wOvLS+aG3xnevKtSUpMQxP/aO8/wqoqtAb+TUFKBQCC0IL0XCQiETihGCOCVIk1BEClKk6sioPCpeBW4FAERRIqAIFJFaUqXEkBAJBTBUEK5kggGCISQZL4fk0PKaTvJIScJ8z5PHnL2rD17nR3da88qs54UsnWMwtvNkwGNbdctlCxYlO4BrS2OJSQmEHX3H5pXfNpulou3mwdjg/taHb8XF2tfYeDXCPv7FH0duvnR7+1rNKacnaK9FpXqZroCWwhBv8D2mZrDxDeHttFn0YRMbb/uCAZlYC8tbzcP3m7b5zFoo9HkXrK1oQD45PmhtKtmecXg61WIjUOnmFXv/n03mjHr5lDinRCKvhVModFt8fP2QdjYTOLT51/H281yvQJgM0snJUYyq27cufXodxcXF1YNnISPlb4P/j5+LO6bse56afl3m96ULJh5l1FcwkOWH9pK4OSBXLJTCf04qVq8LO+3H2BYvkzh4mx5YwbVDP4tNRqNItvXUYCqyF57fBfz967nfOQVvN086V6vNa817YxfgdQB1Ru3b9Lsv4P5w0KWkItwoWRB31Q5/OV9SzEx5FVeavicTR0ePIyj1Lsd+TvG+g60FYqW4uqtSGLt9KVuVvFp9oxOvdFueORVpm1fwbJDW4i+f5di3j70b9yRkUEvmn3HzHD+RgR9l3zA/vDfHTJft4DWrBo4ySFzZZRF+39gyk/LHmWPueXNT/eA1nSs3ZTfrpwjPjGBhmVr0LF2U1wNxr00muxIju+ZnR4eZ8/s3gvf55vD26yOu+XNz/dDJnMn9h5FvXxoUqG24Zacq4/uoMdX71lMrcyfJx+bXp/G1wc3sSR0k815Fr40nlcah1gdf5gQb9GHfic2hqWhmzl4IQwXIWhT9Rm6BbRO135IJsasm2MoNmKPvK55iPh4g0ONWUY587+LxDyIpbxvSZ3RpMmV6L2eHMCN2zdZfWynTZnYhw84HnGOt9ql30/dNSCIze6eTPhhAQdSvJEHVanPR50GcfTyWX4Ms50ZFeBfhZ42gs6ARSPxw++/0HvhBG7Hxjw6tuTgJt5Z9zkbhky2mKmVFiklW08dZN7e9ez841e78kZ4mBDP2b8uZwtDUbV4WWeroNHkSnKVoTh+5ZzF7mZpOXTplF0Za7St1pC21Rpy/kYEkXf/oWRBX54qUoLJ25byzro5Ns/tXKc5C18ah5uN6nFLHL18hi7z37X43a5FRxI8ayQnxi+zmbKamJjIy0v+j+WHtqbr2kawVQ2v0WhyPtk+mJ0eXA26kFxF5r92xWL+BJavxVNFSnAzJpoJPyywKV+yoC9rXvsPhT0Lpvtak7cts2kA/46JZu6etTbn+GTr14/FSJQpXJyAMlUcPq9Go8k+5CpD0ahcTQq6e9mVe7Z6I4ded/mhram277DEtegotp0KTffcpkC+PWy1Go1PiGe2naZOGWVUUA8dINZocjm5ylB45nfnVTv9IvwKFKZH/TYOva69ZjnplUvJ/YcPeJgQb1cu+v5dq2PHr5yzuulgZhjWshsjW/fgVsxtPt36NTU/6EXRt4Kp81Efpm9fwe37MfYn0Wg02Z5cFaMAmNRpMKeuX7C4/XZhzwJsHDIVdwdXFft4GOubUDgDmThe+T3wK1CYv27ftClX0Ub1+T4r+1NZw9XFhZaV61HetyR5XFwJLF+Le3GxrD++m5i4WKoVL8ugZs8TUKYqF6KuETTj9VRGMOruP7y5eqYKmo+ak6FmRxqNJvuQ69JjQVVkrz22i/m/rOePGxF45/egW0AQg5r9y2Jfh8xy/kYElSd2x9a9LODmydX/bMzQHkPjNszl4y1LbMosenk8/QLNU26v/nODyhO6G64sT0nXgCC+G/ixTZkGn/TnsI3kgNZV6vPzyNnpvrZGozFHp8c6EFcXV7rVa023epa39nA0FYv50/uZZ1l2aItVmTdb98zwRnRvtu7F6qM7LRYRgtoUceupUKqXKEeDsjVSjc3buz5DRgJU3UjohZM0LGd5m/L9f56waSQAtp89Qti1cGqULJ8hHTQajfPJVTGKrOBg+EkGLf+EkDmjeeXrDx81LVrQZyw967czk3d1cWV0m16838H4VhNpKeJVkD2j59ItoLXFjK34xARWHvmJwMkD+Wrf96nGfrSz4609Fh340erY9rPGVoXbM7Bxn0ajyT7kyhXF4yAu/iG9F01g9dEdqY4vPvAjQVXqs37wp3wz4APea/9KUt/raPx9itG3UQf8C/tl+vp+BYqwauAkPt68mHHff2FRJlEmMuibTwksX+vR3lRxBgLhtrDVGCjRYMfARCe4N58IJk2C8ePV72fOQBWdppwt2b8fPvoIDh6E2FioWBH694dhw8A1HRmDDx8yEfwQ4jhQGUgAfgc+R0rLbRuFKAC8AXQHnkItDi4D64HPkNJQe0i9ojDIyO+mmxkJEzvOHqHKxBeZsX0lJQr6MqnzEOb1HsP49v0dYiRSsvTQZpvjCYkJfL57zaPPT2ew14OJm/eimbJtGeuO7zLLvgosX8vQHI2suK40mUBK+OorMDV5+vJL5+qjscyGDdC8OezZA//6F7z+OsTFwahR0KOH8Xni4iA4mAlQGigILAaWAiWBpQgxzewcIQoCh4FJwMOkcxYCccB44ChCGHpA5cpgtqOJvHOL0mM7Gar69srvwYoBHxBSq6nD9bgeHUXJMdb3iDJRvUQ5wt5fAag4QpOprznk+iUK+jKz26hHsZ/r/0RRemxHmyuGCr6lOP/hGqvjmgyydSsEB0O/frB5MyQkwNWrkC/9+35pHhO3b6vVQ3Q07NsH9ZNi0LGxEBQEBw7AihXGDMaMGTBqFMcgpi74IaXKPRfCE9gBNABaIeWuR+cI8RYwGViElP1TzSfEYqAvMAEp7bb/1CsKA2z8/RdDRgJUi9Cu88dy4so5h+th1KinlGtcoTaj2/RyyPWvR0fR46v3+D6pBemX+zbYdSsV8rBfAKnJAKYVxMCB0Ls3REXBunWWZRMS4IsvoEkTKFgQ3N3VA+zVV+HcuYzJ9uunVjMXL5pfb9cuNTZxYurjLVuq43Fx8MEHylWWP7+aC9QDdcoU9RAtXVoZvaJFoVMn5baxxpkzypVTtqyar1gxaNYM5s5V47dugYcHVKigVmKWCAlRuv3qmD3QAFi9GiIjlSGonyJRyc1NuaIgWUd7rFU7L3wK1x8ZCSDp9w+TPg1Lc5Ypg2SjhRlNwUxDfQe0oTDAXTsd9tLyID6O6TtWOlyPEgV9DXXra1qxTqrPU7sMZ9HL46mVovlRUS8f3mn3El/2fpdC7sbqQEDFQcZuUDGS9b/ttiv/6+WzRN39x/D8GgP89Rd8/z1UrgyNG8Mrr6jj8+ebyya5LBgyBCIioFcvGD4c6tVThmXfvozJZoYuXeDzz5XuI0dCrSQX5unTMG4cuLhAhw7w5pvQti3s2KEe/FssZBX++CMEBMCSJVCjhjqnSxdl8CZPVjI+PuphHR4OP1vYweDKFTV3vXrqx1HsSHJVBwebjzVvrozX/v3wwEBL3/+pJmF/gCXh8KR/06Z5hiX928HCOSbXhPUtHVKgg9kGyMiupKuP7mTRy45pOGRCCMHrLbrw5uqZdmTM27n2CwyhX2AIETf/Ii7hIf4+fuTLkxeAXg2e5btft3Pmr0vsPXecfeEnbOoRdj2cwxdPGe5ZfT8uY72tNVZYtAgePkx+E69ZUz0sd+6E8+fVCsDExInq4dixI3z3nXrjNvHggXKPZEQ2M1y6BCdPgm+aQsxq1eDaNfPjV65AgwbKr5/yoRsVpYxZfLx6KLdoYX6eiaFD1X2bN08Zn5QsWKAMy6BBqY/PmAH/pOMl5+mn4fkUXRfPnlX/Vq5sLpsnD5QrB2FhyoBVs7P7s68vnDtHJbC0A6dp5VAQIYojpan15AKgJzAAIWoBvwACaAZUB8Yh5QYjX00bCgO0qfoM5X1LER511fA5MXH3kVIihPWuehlheKvu7D1/nHXHzd/mhRBM7zqSOjYC2JaC6x753OgbqF46en71XvL7iQ2uRUdRs2QFzvzvkk05X69Cj6XI8YlFSvVgc3GBl19OPt6vHxw9qsY++UQdS0hQb+7u7sqdlD/NMyZ/fuXaSa9sZvnwQ3NjAMrVZYnSpaFrV5g1Cy5fhjJl1PElS5TxGj7c3EiYzjNRv7762bBBvZ0XT2qNnJCgkgK8vaFnz9Tnz5ihjJpR+vZNbSiio21/L9NxI8YoJAQOHOBtKI4Q7kh5HwAhPIBxKSR9AGUopIxFiCBgJjAIFccwsRqV+WQI7XoygIuLC3N7vm2xT4Q1KhX1d7iRAFWX8d3Aj1nQZyz1ylRFCEFe1zx0qt2M7SNmMyLoxUzN7+dd2LDcoKb2e1b3bxySrvuWkpNX/+Tz3auZu3sNp65fyNAcuY4dO+DPP9VbcalSycd79VI+/cWL1WoDlO8+Ohpq14aStvuyp0s2szRoYH1s3z7o3h38/ZVxEkL9zJqlxq+meFkzxS2es92d8hFDh6rVx8KFycc2bVIrjz59wCtNPO3iRWWYjf4sXmxMDxOmeImR58SIERAQQD3wAsIQYjZCzEG5lyoB15Ikk7uqCVEE2Ao8D/QAigC+Sb83A0IRwsYfIxm9ojBIu+oN+Wn4Z4zdMNdQG9HXmnV+bLq4urgyoEknBjTpRGJiouEOfUZ4udFzzNz5rU2ZKn5P0bBcDYQQ9G/ckYX7LcXKoGbJCrz7bN9063Dp7+v0XfIBu88dS3W8dZX6LOn3PqUKFUv3nLkGUxzC5HYyUaSIchmtWaPemrt2TX5TTWlQrJEe2cxieptPy7p1Sm83N2UIK1QAT0+1etq1C3bvTu3PT6/OPXrA6NEqEWDMGDXvvHlqLK3byRGYVgzRVtonm1x51lYcKfH0hD17mOnldX2ESm8dCMQA24F3gb1JkinrIv4LtAA6I2XKStxvESIWtaKYDLS0d3ltKNJBi8oB7HvrS05e/ZOeC9/n5LU/LcrVf6oag5u9kCU6OdJIAASUqUqXuq1YY6VToBCCDzu+9mi1tKDPWGqWLM/MHd9y6aZa8Xq7efBSg+f4qNMgChncMNFE5J1btJg25NFcKdl+9ggtpg3l8DsLn8xWp5GRsD7JW9Czp7mrxMT8+eqBW6iQ+nzVgMs0PbKgHrKg3tDTYs+VYu0N+r331KroyBFzn/2gQcpQpCSlzrUM1PS4uysDO306bNumYjtbtkDDhlCnjrl8ZmMUVaqo7/LHH+ZB8vh4uHBBxSrKG9zextOTkXBtRNq9noQoBxQHziPlrRQjpoC1pf+ZTccMRe8dYiiEEP8GpgBFpZSO3886m1GzVAUOvr2AMevnsPjAJu4+UFlRHvnc6NMgmCkvDMMzv7uTtbTN33ejib5/F78Chc10XfbKRLzyu7M0dAuJMrn62sejANO6Dk+1h5YQglGtezKi1YuEXQ8nLj6eyn7+eLt5Zkivz3ausmgkTPwZeYW5e9Yy9rl+GZo/R7NkicpMqldPPZQs8f33KiB94QJUraoepidOqCCxLZdSemRBZRKByo5KGTwH9XDMCOfPq8yltEYiMRF++cVcvlEjlYK6ebPlzCJLDBmiDMC8eco4WApim8hsjCIoCJYvV8YorVHfswfu3VPZT2njQelnYNK/y9McN01cFLiTZswUcIozdAUpZaZ+AH+UH+wS4GvknHr16sncwu37d+WOM0fk9tOH5a2Y285Wxy67/zgq280cLsWQRpLBDaX7sObylSUfygtRV81kL0Zdk//9abmcsHG+XHpwk7z34P5j16/UmBDJ4IY2fyq+1+Wx65EtqVJFecNDQ63LjB+vZMaOVZ/HjlWfO3aUMjY2teyDB1LeuJH8OT2yK1cq2Z49U8udOCGll5camzAh9ViLFuq4re/n7S3l1RT/LSYmSvn++8mRgJ07k8ciI6UsUEDKvHml3L3bfL6ICMvXadNGyjx5pPTzk7JQISljYqzrlBmio6X09ZUyXz4pDx9OPn7/vpSBger7rFiR+pyYGClPn5by0iWL8wFHZMrnKbSX8EDCFQk+acY2Jd23JRJcUhx3lbAsaWyVNPDMznRlthBiNargYwNQXxpYUeS0yuzcwuqjO+j51XvEJyaYjRXz9mHv6HlU9ivjBM0UUkpcX29st7DQLW9+7n9mv4YjV7FrF7RqpVwsJ2ykL1+8qFwZxYurDKHERGjfHrZvV9lCISEqwyciQrlfpkxJjnfExRmXjY1Vge9z51SNQ8OG6nobNkDnzrBqFUyYkLrormVL5T6y9vedNw8GD1YFc126QN68Krh96hS0aQMbN6oU4JYtk8/58UflZouLU0Ht2rWV7//ECaX3BQtJEOvWwQtJruFhw+Czzwz8ATLI+vXJcZcePaBwYbXqO3tWHV+1KrUrzvR3btFC/Z6SkiXZe/367WawCFVPUR8IQsUlnkXK1EE9lRK7F7XlRxiqghtUvUV1IAoIRMrz9r5GphzcQohOwFUppd3OOEKI14QQR4QQRyIjDe1DpXEgd2Pv0X/pRxaNBMCNO7cY/M2nWaxVaoQQ+HoWsitX1Mu+TK7DVIn96qu25cqWVQ/V69fVgzVfPuX6mDUL/PyU+2rWLDh0SO091DTFVjPpkXVzUwale3dVEzF7tqoH+OYb5d7JCIMGqVqHEiXUtZcvV9lPoaGqTsQSHTooV1fv3nDsGEydqmpAhIB337V8TqdOyem5jyOInZLnn1fGsXlzlWgwa5YygNOmwcqVxjKeTPTujR/kBfoDw1H7Pv0XqGFmJACk/B2oC8wD3FEpsq8B+YDZwNNGjAQY2OtJCPEzKlCSlnHAWKCdlDJaCHGRJ3xFEfvwAZF3/qGAu6eh3t1ZyRd71jJkxWS7cqcnrMxQgaGjeHP1DKZvt13VPja4L5M6Z/BhpNGEh6u4SpMmsHevfflsRLZtXCSltNhgWqhlTTngt6QMmNLAUSFEA5lcGfhEcOXWDSZtXsSyQ1u5++AeLsKF4BqNePfZl2la0UrQMYs5FvGHYTlnGoqRQT1YGrrF6rYffgUK80bLblmslSZXMXWqcn+98YazNckxZNj1JKX8XUpZTEpZVkpZFrgCBDxpRiI88ioNPx3AF3vXPcp+SpSJbDq5n1bTX2eNla3Js5p8eYwluOXLYHGcoyhTuDg/j5hFpWL+ZmPVipdlx0jdg1uTAS5fVhXrAwaoyvM6daCbfuEwiq6jyCRDV07hWrTlmEt8YgKvLP2IdtUbZjhd1FG0r9GY2btW25Rxz5ufoCpZvqo1o07pSpyduIqtpw6y9/xxBIKWlQNoXfWZx1LtrnkCCA9XMQsPD1XMN3duci2Ixi4OMxRJq4osIzExkYhbfwHg7+Pn8MIzI/wZeYVtp0NtytyJvcey0C0MadEli7SyTHCNQKqXKGdzK4x+gR2yTSGbEILgGoEE1wh0tiqa3EDLltazrTR2yXErioTEBGbsWMmcXWu48Lfa3qRckZIMbdGFUa174OqSjtaCmeTo5bOGekQcuXwmC7SxjRCC74dMoe3M4Y/uW0raVWvItK4jnKCZRqPJ7uQoQ5GYmMiLC8abbS9x4e9rvLV2FvvDT7B64H+ybHVhdLM7Z/v9TVQoWpoT45exNHQzK478xM2Y25TzLcGrTToTUqtJlhpZjUaTc8geTzCDLDu0xeoeRADrju9maejmR1tmP25aVg7AI58b9+Jibco9l43cJ15uHgxp0cXprjCNRpNzyFHRnLl71tqV+XyPY/sz34+LZfGBH3hrzSwmbPyS4ynSTAt5eNOvkW2jVKmY/2Ppn63RaDRZRY5aURipBTBaL2CElYd/YsiKyfxzP3k/rQ82fUWbqs/w7asfUdizIFO7DONcZAQ/nT5kdn5pn2JsHDLVKYF2jUajcRQ5ylDky5OHB/G2Nzs0tffMLFvCDtB70YRUu6ea+PnMYdrPfpP9b32Jez43Nr8xnQ2/7eHLXzZw4e/rFHL3okf9tvQL7JDubbY1Go0mu5GjDEX7Go359lfbvcA71GzskGtN/GGBRSNhIvRiGD+e3EfH2s1wdXHlhbqteKFuK4dcW6PRaLITOconMjKoBy7CusouwoWRQT0yfZ3zNyIIvRhmV27Z3gSK6QAABDVJREFUoS2ZvpZGo9Fkd3KUoWhUvibze4+xmMbp6uLKvF7vEFjeQKcrO0TdtdK6MA2Rd9LR/Uqj0WhyKDnK9QQwoEknmlaow9w9a9lz/hhSQvNKTzO0eReqFH/KIdcoVagoQgi7xXT+Pn4OuZ5Go9FkZ3KcoQCoUvwpZnQf9djm9y/sR5uqz1jMZEpJ/8YhNsc1Go0mN5CjXE9ZyaROg3HPa72XbafazWhR2UozFY1Go8lFaENhhWfKVmfb8JlUL1Eu1fH8efIxqNm/WPXqJCdpptFoNFlLjnQ9ZRVNKz5N2Psr2HPuGGHXwvHI50b7mo0p6u3jbNU0Go0my9CGwgDNK9WleaW6zlZDo9FonIJ2PWk0Go3GJtpQaDQajcYm2lBoNBqNxibaUGg0Go3GJsJIK0+HX1SISOBSJqbwBaIcpE5uQN8Pc/Q9MUffE3Ny2j15SkpZNKsv6hRDkVmEEEeklPWdrUd2Qd8Pc/Q9MUffE3P0PTGGdj1pNBqNxibaUGg0Go3GJjnVUMx3tgLZDH0/zNH3xBx9T8zR98QAOTJGodFoNJqsI6euKDQajUaTReRoQyGE+LcQQgohfJ2ti7MRQkwRQpwRQpwQQqwTQhRytk7OQggRLIQ4K4Q4L4QY42x9nI0Qwl8IsVMIcVoIESaEGOFsnbIDQghXIcQxIcQPztYlu5NjDYUQwh9oC1x2ti7ZhJ+AmlLK2sAfwLtO1scpCCFcgTnAc0B1oKcQorpztXI68cBoKWU1oBHwur4nAIwATjtbiZxAjjUUwHTgbUAHWQAp5TYpZXzSx4NAaWfq40QaAOellOFSyjhgJdDZyTo5FSnldSnl0aTf76AejqWcq5VzEUKUBjoAC5ytS04gRxoKIUQn4KqU8jdn65JN6Q9sdrYSTqIUEJHi8xWe8IdiSoQQZYG6QKhzNXE6M1AvmonOViQnkG37UQghfgaKWxgaB4wF2mWtRs7H1j2RUm5IkhmHcjUsz0rdshHCwjG96gSEEF7AGmCklPK2s/VxFkKIEOCGlPJXIURLZ+uTE8i2hkJK2cbScSFELaAc8JsQApSL5agQooGU8n9ZqGKWY+2emBBC9AVCgNbyyc17vgL4p/hcGrjmJF2yDUKIvCgjsVxKudbZ+jiZJkAnIUR7wA0oIIRYJqXs42S9si05vo5CCHERqC+lzEkbezkcIUQwMA1oIaWMdLY+zkIIkQcVzG8NXAUOA72klGFOVcyJCPVGtQS4KaUc6Wx9shNJK4p/SylDnK1LdiZHxig0FpkNeAM/CSGOCyG+cLZCziApoP8GsBUVtF31JBuJJJoALwFBSf9tHE96m9ZoDJHjVxQajUajebzoFYVGo9FobKINhUaj0Whsog2FRqPRaGyiDYVGo9FobKINhUaj0Whsog2FRqPRaGyiDYVGo9FobKINhUaj0Whs8v9bFpboASgdAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for t in range(100):\n",
    "    out = net(x)                 # input x and predict based on x\n",
    "    loss = loss_func(out, y)     # must be (1. nn output, 2. target), the target label is NOT one-hotted\n",
    "\n",
    "    optimizer.zero_grad()   # clear gradients for next train\n",
    "    loss.backward()         # backpropagation, compute gradients\n",
    "    optimizer.step()        # apply gradients\n",
    "    \n",
    "    if t % 10 == 0 or t in [3, 6]:\n",
    "        # plot and show learning process\n",
    "        plt.cla()\n",
    "        _, prediction = torch.max(F.softmax(out), 1)\n",
    "        pred_y = prediction.data.numpy().squeeze()\n",
    "        target_y = y.data.numpy()\n",
    "        plt.scatter(x.data.numpy()[:, 0], x.data.numpy()[:, 1], c=pred_y, s=100, lw=0, cmap='RdYlGn')\n",
    "        accuracy = sum(pred_y == target_y)/200.\n",
    "        plt.text(1.5, -4, 'Accuracy=%.2f' % accuracy, fontdict={'size': 20, 'color':  'red'})\n",
    "        plt.show()\n",
    "        plt.pause(0.1)\n",
    "\n",
    "plt.ioff()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "pytorch"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
